From 0564729ce25dd8bb63f87712bce4e38576ffd2a3 Mon Sep 17 00:00:00 2001 From: Jordan Date: Thu, 23 Oct 2025 13:11:04 +1000 Subject: [PATCH 01/88] Created basic structure of repository included required folders and python files for both Project 1 and Project 3. --- .gitignore | 2 ++ recognition/hipmri2d_unet_45807321/README.md | 0 recognition/hipmri2d_unet_45807321/dataset.py | 0 recognition/hipmri2d_unet_45807321/modules.py | 0 recognition/hipmri2d_unet_45807321/predict.py | 0 recognition/hipmri2d_unet_45807321/train.py | 0 recognition/oasis2d_unet_45807321/README.md | 0 recognition/oasis2d_unet_45807321/dataset.py | 0 recognition/oasis2d_unet_45807321/modules.py | 0 recognition/oasis2d_unet_45807321/predict.py | 0 recognition/oasis2d_unet_45807321/train.py | 0 11 files changed, 2 insertions(+) create mode 100644 .gitignore create mode 100644 recognition/hipmri2d_unet_45807321/README.md create mode 100644 recognition/hipmri2d_unet_45807321/dataset.py create mode 100644 recognition/hipmri2d_unet_45807321/modules.py create mode 100644 recognition/hipmri2d_unet_45807321/predict.py create mode 100644 recognition/hipmri2d_unet_45807321/train.py create mode 100644 recognition/oasis2d_unet_45807321/README.md create mode 100644 recognition/oasis2d_unet_45807321/dataset.py create mode 100644 recognition/oasis2d_unet_45807321/modules.py create mode 100644 recognition/oasis2d_unet_45807321/predict.py create mode 100644 recognition/oasis2d_unet_45807321/train.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 000000000..e5d629378 --- /dev/null +++ b/.gitignore @@ -0,0 +1,2 @@ +recognition/oasis2d_unet_45807321/OASIS +recognition/hipmri2d_unet_45807321/HipMRI_Study_open diff --git a/recognition/hipmri2d_unet_45807321/README.md b/recognition/hipmri2d_unet_45807321/README.md new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/hipmri2d_unet_45807321/dataset.py b/recognition/hipmri2d_unet_45807321/dataset.py new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/hipmri2d_unet_45807321/modules.py b/recognition/hipmri2d_unet_45807321/modules.py new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/hipmri2d_unet_45807321/predict.py b/recognition/hipmri2d_unet_45807321/predict.py new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/hipmri2d_unet_45807321/train.py b/recognition/hipmri2d_unet_45807321/train.py new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/oasis2d_unet_45807321/README.md b/recognition/oasis2d_unet_45807321/README.md new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/oasis2d_unet_45807321/modules.py b/recognition/oasis2d_unet_45807321/modules.py new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/oasis2d_unet_45807321/predict.py b/recognition/oasis2d_unet_45807321/predict.py new file mode 100644 index 000000000..e69de29bb diff --git a/recognition/oasis2d_unet_45807321/train.py b/recognition/oasis2d_unet_45807321/train.py new file mode 100644 index 000000000..e69de29bb From 3a652fe3f8ad3a51c56d6104ad846c73e7a2576e Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 11:43:14 +1000 Subject: [PATCH 02/88] Created basic requirements file that will be used to install all required depdencies for code to run correctly. --- .gitignore | 2 +- requirements.txt | 5 +++++ 2 files changed, 6 insertions(+), 1 deletion(-) create mode 100644 requirements.txt diff --git a/.gitignore b/.gitignore index e5d629378..eabc29d4d 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,2 @@ recognition/oasis2d_unet_45807321/OASIS -recognition/hipmri2d_unet_45807321/HipMRI_Study_open +recognition/hipmri2d_unet_45807321/HipMRI_Study_open \ No newline at end of file diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 000000000..ca783c4b4 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,5 @@ +torch==2.7.1+cu118 +torchvision==2.7.1+cu118 +torchaudio==0.22.1+cu118 +-f https://download.pytorch.org/whl/cu118 + From bc029c2ee666dc3555b44b21d40a528740ceebe8 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 11:47:44 +1000 Subject: [PATCH 03/88] Updated requirements to automatically download best version for the users os. --- requirements.txt | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/requirements.txt b/requirements.txt index ca783c4b4..2c475174c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,5 +1,3 @@ -torch==2.7.1+cu118 -torchvision==2.7.1+cu118 -torchaudio==0.22.1+cu118 --f https://download.pytorch.org/whl/cu118 - +torch +torchvision +torchaudio From fd3b810c09ec09b9b1a51d971df4474c2be1f049 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:14:25 +1000 Subject: [PATCH 04/88] Imported releavant dependencies and set important default constants that will be required. --- recognition/oasis2d_unet_45807321/dataset.py | 22 ++++++++++++++++++++ 1 file changed, 22 insertions(+) diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py index e69de29bb..92d0e79cc 100644 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ b/recognition/oasis2d_unet_45807321/dataset.py @@ -0,0 +1,22 @@ +# Scaffold for OASIS 2D dataloader (structure + imports + defaults) + +from __future__ import annotations +import os +from pathlib import Path +from typing import Optional, Tuple, Dict, List + +import numpy as np +import torch +from torch.utils.data import Dataset, DataLoader +from torchvision.transforms import functional as F +from PIL import Image + +# --------------------------- +# Defaults +# --------------------------- +THIS_DIR = Path(__file__).resolve().parent +DEFAULT_DATA_ROOT = THIS_DIR / "OASIS" +DEFAULT_IMG_SIZE = None # images are already 256x256 +DEFAULT_BATCH_SIZE = 8 +DEFAULT_NUM_WORKERS = max(os.cpu_count() - 1, 1) if os.cpu_count() else 4 +DEFAULT_NORMALIZE_MEANSTD = (0.5, 0.5) \ No newline at end of file From eff132ea6db68de2ada9564d83e38e6e12ce7ec7 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:15:26 +1000 Subject: [PATCH 05/88] Added function to adjust for differing prefixes in the provided filenames. --- recognition/oasis2d_unet_45807321/dataset.py | 23 +++++++++++++++++--- 1 file changed, 20 insertions(+), 3 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py index 92d0e79cc..145610a59 100644 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ b/recognition/oasis2d_unet_45807321/dataset.py @@ -1,4 +1,5 @@ -# Scaffold for OASIS 2D dataloader (structure + imports + defaults) +# dataset.py +# Scaffold + canonical key for pairing case_/seg_ filenames from __future__ import annotations import os @@ -16,7 +17,23 @@ # --------------------------- THIS_DIR = Path(__file__).resolve().parent DEFAULT_DATA_ROOT = THIS_DIR / "OASIS" -DEFAULT_IMG_SIZE = None # images are already 256x256 +DEFAULT_IMG_SIZE = None DEFAULT_BATCH_SIZE = 8 DEFAULT_NUM_WORKERS = max(os.cpu_count() - 1, 1) if os.cpu_count() else 4 -DEFAULT_NORMALIZE_MEANSTD = (0.5, 0.5) \ No newline at end of file +DEFAULT_NORMALIZE_MEANSTD = (0.5, 0.5) + +# --------------------------- +# Simple helpers +# --------------------------- + +def _canonical_key(p: Path) -> str: + """ + Map 'case_001_slice_0.png' and 'seg_001-slice_0.png' -> '001_slice_0' + """ + name = p.stem.lower() + if name.startswith("case_"): + name = name[len("case_"):] + elif name.startswith("seg_"): + name = name[len("seg_"):] + name = name.replace("-", "_") + return name \ No newline at end of file From 0252688b005ffbe26fbfce27411691984ebcdd5a Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:16:35 +1000 Subject: [PATCH 06/88] Added grayscale loader to confirm images provided are in grayscale, and image/mask tensors. --- recognition/oasis2d_unet_45807321/dataset.py | 18 +++++++++++++++++- 1 file changed, 17 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py index 145610a59..4ce2c8dac 100644 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ b/recognition/oasis2d_unet_45807321/dataset.py @@ -36,4 +36,20 @@ def _canonical_key(p: Path) -> str: elif name.startswith("seg_"): name = name[len("seg_"):] name = name.replace("-", "_") - return name \ No newline at end of file + return name + +def _pil_grayscale(path: Path) -> Image.Image: + img = Image.open(path) + if img.mode != "L": + img = img.convert("L") + return img + +def _to_tensor01(img_pil: Image.Image) -> torch.Tensor: + arr = np.asarray(img_pil, dtype=np.float32)[None, ...] # [1,H,W] + mn, mx = arr.min(), arr.max() + arr = (arr - mn) / (mx - mn) if mx > mn else arr * 0.0 + return torch.from_numpy(arr) + +def _mask_to_tensor(mask_pil: Image.Image) -> torch.Tensor: + arr = np.asarray(mask_pil, dtype=np.int64) + return torch.from_numpy(arr) \ No newline at end of file From 6aa4c3f4bffa088e2dcae8c1b185182ad823013f Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:18:13 +1000 Subject: [PATCH 07/88] Added random augmentations to images --- recognition/oasis2d_unet_45807321/dataset.py | 23 ++++++++++++++++++-- 1 file changed, 21 insertions(+), 2 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py index 4ce2c8dac..f3bc3214f 100644 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ b/recognition/oasis2d_unet_45807321/dataset.py @@ -3,8 +3,9 @@ from __future__ import annotations import os +import random from pathlib import Path -from typing import Optional, Tuple, Dict, List +from typing import List, Optional, Tuple, Dict import numpy as np import torch @@ -52,4 +53,22 @@ def _to_tensor01(img_pil: Image.Image) -> torch.Tensor: def _mask_to_tensor(mask_pil: Image.Image) -> torch.Tensor: arr = np.asarray(mask_pil, dtype=np.int64) - return torch.from_numpy(arr) \ No newline at end of file + return torch.from_numpy(arr) + +class RandomAugment2D: + """Apply same random flip/rotation to image and mask.""" + def __init__(self, max_rot_deg: float = 10.0, p_hflip: float = 0.5, p_vflip: float = 0.5): + self.max_rot_deg = max_rot_deg + self.p_hflip = p_hflip + self.p_vflip = p_vflip + + def __call__(self, img: Image.Image, mask: Image.Image): + if random.random() < self.p_hflip: + img = F.hflip(img); mask = F.hflip(mask) + if random.random() < self.p_vflip: + img = F.vflip(img); mask = F.vflip(mask) + if self.max_rot_deg > 0: + angle = random.uniform(-self.max_rot_deg, self.max_rot_deg) + img = F.rotate(img, angle, interpolation=F.InterpolationMode.BILINEAR, fill=0) + mask = F.rotate(mask, angle, interpolation=F.InterpolationMode.NEAREST, fill=0) + return img, mask \ No newline at end of file From b1d59a60db35df354f557232436fd70f0700e541 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:19:09 +1000 Subject: [PATCH 08/88] Created class to import and read provided dataset correcttly --- recognition/oasis2d_unet_45807321/dataset.py | 59 +++++++++++++++++++- 1 file changed, 58 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py index f3bc3214f..3a28182ce 100644 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ b/recognition/oasis2d_unet_45807321/dataset.py @@ -71,4 +71,61 @@ def __call__(self, img: Image.Image, mask: Image.Image): angle = random.uniform(-self.max_rot_deg, self.max_rot_deg) img = F.rotate(img, angle, interpolation=F.InterpolationMode.BILINEAR, fill=0) mask = F.rotate(mask, angle, interpolation=F.InterpolationMode.NEAREST, fill=0) - return img, mask \ No newline at end of file + return img, mask + +class Oasis2DSegDataset(Dataset): + """ + Expects inside ./OASIS: + keras_png_slices_train/ + keras_png_slices_validate/ + keras_png_slices_test/ + keras_png_slices_seg_train/ + keras_png_slices_seg_validate/ + keras_png_slices_seg_test/ + """ + def __init__( + self, + data_root: Path = DEFAULT_DATA_ROOT, + split: str = "train", + normalize_meanstd: Optional[Tuple[float, float]] = DEFAULT_NORMALIZE_MEANSTD, + train_augment: bool = False, + max_rot_deg: float = 10.0, + ): + super().__init__() + self.data_root = Path(data_root) + assert split in {"train", "validate", "test"} + self.split = split + self.normalize_meanstd = normalize_meanstd + + img_dir = self.data_root / f"keras_png_slices_{'validate' if split=='validate' else split}" + seg_dir = self.data_root / f"keras_png_slices_seg_{'validate' if split=='validate' else split}" + if not (img_dir.exists() and seg_dir.exists()): + raise FileNotFoundError(f"Missing expected OASIS folders:\n{img_dir}\n{seg_dir}") + + images = sorted([p for p in img_dir.iterdir() if p.is_file()]) + masks = sorted([p for p in seg_dir.iterdir() if p.is_file()]) + mask_index: Dict[str, Path] = { _canonical_key(m): m for m in masks } + + pairs: List[Tuple[Path, Path]] = [] + missing: List[str] = [] + for ip in images: + mp = mask_index.get(_canonical_key(ip)) + if mp is not None: + pairs.append((ip, mp)) + else: + missing.append(ip.name) + + if not pairs: + raise RuntimeError( + "No image/mask pairs found. Check prefixes or directory names.\n" + f"Example image: {images[0].name if images else 'None'}\n" + f"Example mask : {masks[0].name if masks else 'None'}" + ) + if missing: + print(f"[OASIS] {len(missing)} images had no mask match (showing first 5): {missing[:5]}") + + self.pairs = pairs + self.augment = RandomAugment2D(max_rot_deg=max_rot_deg) if train_augment and split == "train" else None + + def __len__(self): + return len(self.pairs) \ No newline at end of file From 77225c5870370b11275ea02cdb3393c8852ce06e Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:19:57 +1000 Subject: [PATCH 09/88] Added normalization to the provided images --- recognition/oasis2d_unet_45807321/dataset.py | 19 ++++++++++++++++++- 1 file changed, 18 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py index 3a28182ce..69da34e72 100644 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ b/recognition/oasis2d_unet_45807321/dataset.py @@ -128,4 +128,21 @@ def __init__( self.augment = RandomAugment2D(max_rot_deg=max_rot_deg) if train_augment and split == "train" else None def __len__(self): - return len(self.pairs) \ No newline at end of file + return len(self.pairs) + + def _normalize(self, x: torch.Tensor) -> torch.Tensor: + if self.normalize_meanstd is None: # skip + return x + mean, std = self.normalize_meanstd + return (x - mean) / (std + 1e-8) + + def __getitem__(self, idx: int): + img_path, mask_path = self.pairs[idx] + img = _pil_grayscale(img_path) + mask = _pil_grayscale(mask_path) + if self.augment: + img, mask = self.augment(img, mask) + img_t = _to_tensor01(img) + mask_t = _mask_to_tensor(mask) + img_t = self._normalize(img_t) + return {"image": img_t, "mask": mask_t, "image_path": str(img_path), "mask_path": str(mask_path)} \ No newline at end of file From 7ccfa75ba7a27d40ca201cec9e7736bef3700758 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:20:42 +1000 Subject: [PATCH 10/88] Added loaders to seperate the provided train/test/validate into their correct data loaders. --- recognition/oasis2d_unet_45807321/dataset.py | 20 +++++++++++++++++++- 1 file changed, 19 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py index 69da34e72..670b663ef 100644 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ b/recognition/oasis2d_unet_45807321/dataset.py @@ -145,4 +145,22 @@ def __getitem__(self, idx: int): img_t = _to_tensor01(img) mask_t = _mask_to_tensor(mask) img_t = self._normalize(img_t) - return {"image": img_t, "mask": mask_t, "image_path": str(img_path), "mask_path": str(mask_path)} \ No newline at end of file + return {"image": img_t, "mask": mask_t, "image_path": str(img_path), "mask_path": str(mask_path)} + +def make_loaders( + data_root: Path = DEFAULT_DATA_ROOT, + batch_size: int = DEFAULT_BATCH_SIZE, + num_workers: int = DEFAULT_NUM_WORKERS, + normalize_meanstd: Optional[Tuple[float, float]] = DEFAULT_NORMALIZE_MEANSTD, +): + train_ds = Oasis2DSegDataset(data_root, "train", normalize_meanstd, train_augment=True) + val_ds = Oasis2DSegDataset(data_root, "validate", normalize_meanstd) + test_ds = Oasis2DSegDataset(data_root, "test", normalize_meanstd) + + train_loader = DataLoader(train_ds, batch_size=batch_size, shuffle=True, + num_workers=num_workers, pin_memory=True) + val_loader = DataLoader(val_ds, batch_size=batch_size, shuffle=False, + num_workers=num_workers, pin_memory=True) + test_loader = DataLoader(test_ds, batch_size=batch_size, shuffle=False, + num_workers=num_workers, pin_memory=True) + return train_loader, val_loader, test_loader \ No newline at end of file From 219441caa69acd1f5d95ac9fe67d3b4466f6a84f Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:23:19 +1000 Subject: [PATCH 11/88] Added main function to test that code is runnning correctly. --- recognition/oasis2d_unet_45807321/dataset.py | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py index 670b663ef..3934ece04 100644 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ b/recognition/oasis2d_unet_45807321/dataset.py @@ -163,4 +163,12 @@ def make_loaders( num_workers=num_workers, pin_memory=True) test_loader = DataLoader(test_ds, batch_size=batch_size, shuffle=False, num_workers=num_workers, pin_memory=True) - return train_loader, val_loader, test_loader \ No newline at end of file + return train_loader, val_loader, test_loader + +if __name__ == "__main__": + print(f"[OASIS] Using data_root: {DEFAULT_DATA_ROOT}") + tl, vl, te = make_loaders() + batch = next(iter(tl)) + x, y = batch["image"], batch["mask"] + print(f"Train batch image shape: {tuple(x.shape)}, dtype={x.dtype}, range=({x.min():.3f},{x.max():.3f})") + print(f"Train batch mask shape: {tuple(y.shape)}, dtype={y.dtype}, labels(sample0)={torch.unique(y[0]).tolist()}") \ No newline at end of file From d6a737fdf8070810e4ee723aa3d44e90f30e33e6 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:25:40 +1000 Subject: [PATCH 12/88] Added some more comments to provide a bit more detail and tidied up code. --- recognition/oasis2d_unet_45807321/dataset.py | 186 ++++++++++++++----- 1 file changed, 140 insertions(+), 46 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py index 3934ece04..3f9312731 100644 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ b/recognition/oasis2d_unet_45807321/dataset.py @@ -1,5 +1,9 @@ # dataset.py -# Scaffold + canonical key for pairing case_/seg_ filenames +# OASIS 2D dataloader: +# - auto-locates ./OASIS next to this file +# - pairs image slices (case_...) with masks (seg_...) via a canonical key +# - applies simple train-time geometric augmentation +# - returns PyTorch DataLoaders for train/val/test from __future__ import annotations import os @@ -14,68 +18,100 @@ from PIL import Image # --------------------------- -# Defaults +# Defaults / config # --------------------------- THIS_DIR = Path(__file__).resolve().parent -DEFAULT_DATA_ROOT = THIS_DIR / "OASIS" -DEFAULT_IMG_SIZE = None +DEFAULT_DATA_ROOT = THIS_DIR / "OASIS" # expects six OASIS subfolders under this +DEFAULT_IMG_SIZE = None # images are already 256x256; no resize needed DEFAULT_BATCH_SIZE = 8 DEFAULT_NUM_WORKERS = max(os.cpu_count() - 1, 1) if os.cpu_count() else 4 -DEFAULT_NORMALIZE_MEANSTD = (0.5, 0.5) +DEFAULT_NORMALIZE_MEANSTD = (0.5, 0.5) # normalize to roughly N(0,1): (x-0.5)/0.5 # --------------------------- # Simple helpers # --------------------------- + def _canonical_key(p: Path) -> str: """ - Map 'case_001_slice_0.png' and 'seg_001-slice_0.png' -> '001_slice_0' + Standardize filenames so image/mask match on the same key. + Example: + 'case_001_slice_0.png' -> '001_slice_0' + 'seg_001-slice_0.png' -> '001_slice_0' """ - name = p.stem.lower() + name = p.stem.lower() # drop extension, lowercase if name.startswith("case_"): - name = name[len("case_"):] + name = name[len("case_") :] elif name.startswith("seg_"): - name = name[len("seg_"):] - name = name.replace("-", "_") + name = name[len("seg_") :] + name = name.replace("-", "_") # unify separators return name + def _pil_grayscale(path: Path) -> Image.Image: + """Load an image and ensure single-channel grayscale (mode 'L').""" img = Image.open(path) if img.mode != "L": img = img.convert("L") return img + def _to_tensor01(img_pil: Image.Image) -> torch.Tensor: - arr = np.asarray(img_pil, dtype=np.float32)[None, ...] # [1,H,W] + """ + Convert grayscale PIL image to FloatTensor in [0,1] with channel dim. + Output shape: [1, H, W] + """ + arr = np.asarray(img_pil, dtype=np.float32)[None, ...] # add channel axis mn, mx = arr.min(), arr.max() - arr = (arr - mn) / (mx - mn) if mx > mn else arr * 0.0 + arr = (arr - mn) / (mx - mn) if mx > mn else arr * 0.0 # safe min-max scale return torch.from_numpy(arr) + def _mask_to_tensor(mask_pil: Image.Image) -> torch.Tensor: + """ + Convert mask to LongTensor of label IDs. + OASIS masks typically use intensities {0,85,170,255}. + """ arr = np.asarray(mask_pil, dtype=np.int64) return torch.from_numpy(arr) + class RandomAugment2D: - """Apply same random flip/rotation to image and mask.""" - def __init__(self, max_rot_deg: float = 10.0, p_hflip: float = 0.5, p_vflip: float = 0.5): + """Apply identical random flips/rotation to image and mask (train only).""" + + def __init__( + self, max_rot_deg: float = 10.0, p_hflip: float = 0.5, p_vflip: float = 0.5 + ): self.max_rot_deg = max_rot_deg self.p_hflip = p_hflip self.p_vflip = p_vflip def __call__(self, img: Image.Image, mask: Image.Image): + # Horizontal flip if random.random() < self.p_hflip: - img = F.hflip(img); mask = F.hflip(mask) + img = F.hflip(img) + mask = F.hflip(mask) + # Vertical flip if random.random() < self.p_vflip: - img = F.vflip(img); mask = F.vflip(mask) + img = F.vflip(img) + mask = F.vflip(mask) + # Small random rotation; bilinear for image, nearest for mask (to preserve labels) if self.max_rot_deg > 0: angle = random.uniform(-self.max_rot_deg, self.max_rot_deg) - img = F.rotate(img, angle, interpolation=F.InterpolationMode.BILINEAR, fill=0) - mask = F.rotate(mask, angle, interpolation=F.InterpolationMode.NEAREST, fill=0) + img = F.rotate( + img, angle, interpolation=F.InterpolationMode.BILINEAR, fill=0 + ) + mask = F.rotate( + mask, angle, interpolation=F.InterpolationMode.NEAREST, fill=0 + ) return img, mask - + + class Oasis2DSegDataset(Dataset): """ - Expects inside ./OASIS: + Dataset for OASIS 2D slices. + + Expected folder layout inside ./OASIS: keras_png_slices_train/ keras_png_slices_validate/ keras_png_slices_test/ @@ -83,6 +119,7 @@ class Oasis2DSegDataset(Dataset): keras_png_slices_seg_validate/ keras_png_slices_seg_test/ """ + def __init__( self, data_root: Path = DEFAULT_DATA_ROOT, @@ -93,19 +130,30 @@ def __init__( ): super().__init__() self.data_root = Path(data_root) - assert split in {"train", "validate", "test"} + assert split in {"train", "validate", "test"} # enforce valid split names self.split = split self.normalize_meanstd = normalize_meanstd - img_dir = self.data_root / f"keras_png_slices_{'validate' if split=='validate' else split}" - seg_dir = self.data_root / f"keras_png_slices_seg_{'validate' if split=='validate' else split}" + # Locate image/mask directories by split + img_dir = ( + self.data_root + / f"keras_png_slices_{'validate' if split=='validate' else split}" + ) + seg_dir = ( + self.data_root + / f"keras_png_slices_seg_{'validate' if split=='validate' else split}" + ) if not (img_dir.exists() and seg_dir.exists()): - raise FileNotFoundError(f"Missing expected OASIS folders:\n{img_dir}\n{seg_dir}") + raise FileNotFoundError( + f"Missing expected OASIS folders:\n{img_dir}\n{seg_dir}" + ) + # List files and build a mask index keyed by canonical names images = sorted([p for p in img_dir.iterdir() if p.is_file()]) - masks = sorted([p for p in seg_dir.iterdir() if p.is_file()]) - mask_index: Dict[str, Path] = { _canonical_key(m): m for m in masks } + masks = sorted([p for p in seg_dir.iterdir() if p.is_file()]) + mask_index: Dict[str, Path] = {_canonical_key(m): m for m in masks} + # Pair image with mask via canonical key pairs: List[Tuple[Path, Path]] = [] missing: List[str] = [] for ip in images: @@ -116,36 +164,54 @@ def __init__( missing.append(ip.name) if not pairs: + # Give a hint if nothing matched at all raise RuntimeError( "No image/mask pairs found. Check prefixes or directory names.\n" f"Example image: {images[0].name if images else 'None'}\n" f"Example mask : {masks[0].name if masks else 'None'}" ) if missing: - print(f"[OASIS] {len(missing)} images had no mask match (showing first 5): {missing[:5]}") + # Non-fatal: some images missing masks; show a few to aid debugging + print( + f"[OASIS] {len(missing)} images had no mask match (showing first 5): {missing[:5]}" + ) self.pairs = pairs - self.augment = RandomAugment2D(max_rot_deg=max_rot_deg) if train_augment and split == "train" else None + # Only apply augmentation on the training split + self.augment = ( + RandomAugment2D(max_rot_deg=max_rot_deg) + if train_augment and split == "train" + else None + ) def __len__(self): + """Number of paired samples.""" return len(self.pairs) - + def _normalize(self, x: torch.Tensor) -> torch.Tensor: - if self.normalize_meanstd is None: # skip + """Optional mean/std normalization; pass None to skip.""" + if self.normalize_meanstd is None: return x mean, std = self.normalize_meanstd return (x - mean) / (std + 1e-8) def __getitem__(self, idx: int): + """Load one (image, mask) pair; apply augments and preprocessing.""" img_path, mask_path = self.pairs[idx] img = _pil_grayscale(img_path) mask = _pil_grayscale(mask_path) if self.augment: img, mask = self.augment(img, mask) - img_t = _to_tensor01(img) - mask_t = _mask_to_tensor(mask) - img_t = self._normalize(img_t) - return {"image": img_t, "mask": mask_t, "image_path": str(img_path), "mask_path": str(mask_path)} + img_t = _to_tensor01(img) # FloatTensor [1,H,W] in [0,1] + mask_t = _mask_to_tensor(mask) # LongTensor [H,W] with label IDs + img_t = self._normalize(img_t) # Optionally normalize to ~N(0,1) + return { + "image": img_t, + "mask": mask_t, + "image_path": str(img_path), + "mask_path": str(mask_path), + } + def make_loaders( data_root: Path = DEFAULT_DATA_ROOT, @@ -153,22 +219,50 @@ def make_loaders( num_workers: int = DEFAULT_NUM_WORKERS, normalize_meanstd: Optional[Tuple[float, float]] = DEFAULT_NORMALIZE_MEANSTD, ): - train_ds = Oasis2DSegDataset(data_root, "train", normalize_meanstd, train_augment=True) - val_ds = Oasis2DSegDataset(data_root, "validate", normalize_meanstd) - test_ds = Oasis2DSegDataset(data_root, "test", normalize_meanstd) - - train_loader = DataLoader(train_ds, batch_size=batch_size, shuffle=True, - num_workers=num_workers, pin_memory=True) - val_loader = DataLoader(val_ds, batch_size=batch_size, shuffle=False, - num_workers=num_workers, pin_memory=True) - test_loader = DataLoader(test_ds, batch_size=batch_size, shuffle=False, - num_workers=num_workers, pin_memory=True) + """ + Convenience factory: returns (train_loader, val_loader, test_loader). + - Shuffles only the training loader. + - Leaves val/test deterministic. + """ + train_ds = Oasis2DSegDataset( + data_root, "train", normalize_meanstd, train_augment=True + ) + val_ds = Oasis2DSegDataset(data_root, "validate", normalize_meanstd) + test_ds = Oasis2DSegDataset(data_root, "test", normalize_meanstd) + + train_loader = DataLoader( + train_ds, + batch_size=batch_size, + shuffle=True, + num_workers=num_workers, + pin_memory=True, + ) + val_loader = DataLoader( + val_ds, + batch_size=batch_size, + shuffle=False, + num_workers=num_workers, + pin_memory=True, + ) + test_loader = DataLoader( + test_ds, + batch_size=batch_size, + shuffle=False, + num_workers=num_workers, + pin_memory=True, + ) return train_loader, val_loader, test_loader + if __name__ == "__main__": + # Sanity check: build loaders and print one batch summary print(f"[OASIS] Using data_root: {DEFAULT_DATA_ROOT}") tl, vl, te = make_loaders() batch = next(iter(tl)) x, y = batch["image"], batch["mask"] - print(f"Train batch image shape: {tuple(x.shape)}, dtype={x.dtype}, range=({x.min():.3f},{x.max():.3f})") - print(f"Train batch mask shape: {tuple(y.shape)}, dtype={y.dtype}, labels(sample0)={torch.unique(y[0]).tolist()}") \ No newline at end of file + print( + f"Train batch image shape: {tuple(x.shape)}, dtype={x.dtype}, range=({x.min():.3f},{x.max():.3f})" + ) + print( + f"Train batch mask shape: {tuple(y.shape)}, dtype={y.dtype}, labels(sample0)={torch.unique(y[0]).tolist()}" + ) From d982902f22149b522e760e8800fd8a3ebd87e044 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:39:15 +1000 Subject: [PATCH 13/88] Added basic conventional block and up block as building units for improved UNET. --- recognition/oasis2d_unet_45807321/modules.py | 30 ++++++++++++++++++++ 1 file changed, 30 insertions(+) diff --git a/recognition/oasis2d_unet_45807321/modules.py b/recognition/oasis2d_unet_45807321/modules.py index e69de29bb..74111f4a7 100644 --- a/recognition/oasis2d_unet_45807321/modules.py +++ b/recognition/oasis2d_unet_45807321/modules.py @@ -0,0 +1,30 @@ +# modules.py +# Core blocks for Improved U-Net + +from __future__ import annotations +import torch +import torch.nn as nn + +__all__ = ["conv_block", "up_block", "ImprovedUNet"] + +def conv_block(in_ch: int, out_ch: int, p_drop: float = 0.0) -> nn.Sequential: + """ + Two 3x3 convs with BN + ReLU, optional Dropout2d. + """ + return nn.Sequential( + nn.Conv2d(in_ch, out_ch, kernel_size=3, padding=1, bias=False), + nn.BatchNorm2d(out_ch), + nn.ReLU(inplace=True), + + nn.Conv2d(out_ch, out_ch, kernel_size=3, padding=1, bias=False), + nn.BatchNorm2d(out_ch), + nn.ReLU(inplace=True), + + nn.Dropout2d(p_drop) if p_drop > 0 else nn.Identity(), + ) + +def up_block(in_ch: int, out_ch: int) -> nn.ConvTranspose2d: + """ + 2x upsampling via transposed conv. + """ + return nn.ConvTranspose2d(in_ch, out_ch, kernel_size=2, stride=2) \ No newline at end of file From 9446bcff6c71499d67e587f4b1e51bd1e60d0db3 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:40:29 +1000 Subject: [PATCH 14/88] Added improved UNET class and encoder/decoder modules. --- recognition/oasis2d_unet_45807321/modules.py | 45 +++++++++++++++++++- 1 file changed, 44 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/modules.py b/recognition/oasis2d_unet_45807321/modules.py index 74111f4a7..76d29b232 100644 --- a/recognition/oasis2d_unet_45807321/modules.py +++ b/recognition/oasis2d_unet_45807321/modules.py @@ -27,4 +27,47 @@ def up_block(in_ch: int, out_ch: int) -> nn.ConvTranspose2d: """ 2x upsampling via transposed conv. """ - return nn.ConvTranspose2d(in_ch, out_ch, kernel_size=2, stride=2) \ No newline at end of file + return nn.ConvTranspose2d(in_ch, out_ch, kernel_size=2, stride=2) + + +class ImprovedUNet(nn.Module): + """ + Improved U-Net (2D): + - Encoder: 4 levels with BN + ReLU + - Bottleneck + - Decoder: transpose conv upsampling + skip connections + - Head: 1x1 conv logits (no softmax) + """ + def __init__(self, in_channels: int = 1, num_classes: int = 4, base: int = 64, p_drop: float = 0.0): + super().__init__() + # Encoder + self.enc1 = conv_block(in_channels, base, p_drop) + self.pool1 = nn.MaxPool2d(2) + + self.enc2 = conv_block(base, base*2, p_drop) + self.pool2 = nn.MaxPool2d(2) + + self.enc3 = conv_block(base*2, base*4, p_drop) + self.pool3 = nn.MaxPool2d(2) + + self.enc4 = conv_block(base*4, base*8, p_drop) + self.pool4 = nn.MaxPool2d(2) + + # Bottleneck + self.bott = conv_block(base*8, base*16, p_drop) + + # Decoder + self.up4 = up_block(base*16, base*8) + self.dec4 = conv_block(base*16, base*8, p_drop) + + self.up3 = up_block(base*8, base*4) + self.dec3 = conv_block(base*8, base*4, p_drop) + + self.up2 = up_block(base*4, base*2) + self.dec2 = conv_block(base*4, base*2, p_drop) + + self.up1 = up_block(base*2, base) + self.dec1 = conv_block(base*2, base, p_drop) + + # Head (logits) + self.head = nn.Conv2d(base, num_classes, kernel_size=1) \ No newline at end of file From fb070c421c9f605cec70d92db4a8874be4efba8d Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:41:41 +1000 Subject: [PATCH 15/88] Added forward pass with skip connections. --- recognition/oasis2d_unet_45807321/modules.py | 75 ++++++++++---------- 1 file changed, 39 insertions(+), 36 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/modules.py b/recognition/oasis2d_unet_45807321/modules.py index 76d29b232..c838965ba 100644 --- a/recognition/oasis2d_unet_45807321/modules.py +++ b/recognition/oasis2d_unet_45807321/modules.py @@ -1,5 +1,5 @@ # modules.py -# Core blocks for Improved U-Net +# Improved U-Net with forward pass from __future__ import annotations import torch @@ -12,14 +12,12 @@ def conv_block(in_ch: int, out_ch: int, p_drop: float = 0.0) -> nn.Sequential: Two 3x3 convs with BN + ReLU, optional Dropout2d. """ return nn.Sequential( - nn.Conv2d(in_ch, out_ch, kernel_size=3, padding=1, bias=False), + nn.Conv2d(in_ch, out_ch, 3, padding=1, bias=False), nn.BatchNorm2d(out_ch), nn.ReLU(inplace=True), - - nn.Conv2d(out_ch, out_ch, kernel_size=3, padding=1, bias=False), + nn.Conv2d(out_ch, out_ch, 3, padding=1, bias=False), nn.BatchNorm2d(out_ch), nn.ReLU(inplace=True), - nn.Dropout2d(p_drop) if p_drop > 0 else nn.Identity(), ) @@ -27,8 +25,7 @@ def up_block(in_ch: int, out_ch: int) -> nn.ConvTranspose2d: """ 2x upsampling via transposed conv. """ - return nn.ConvTranspose2d(in_ch, out_ch, kernel_size=2, stride=2) - + return nn.ConvTranspose2d(in_ch, out_ch, 2, stride=2) class ImprovedUNet(nn.Module): """ @@ -40,34 +37,40 @@ class ImprovedUNet(nn.Module): """ def __init__(self, in_channels: int = 1, num_classes: int = 4, base: int = 64, p_drop: float = 0.0): super().__init__() - # Encoder - self.enc1 = conv_block(in_channels, base, p_drop) - self.pool1 = nn.MaxPool2d(2) - - self.enc2 = conv_block(base, base*2, p_drop) - self.pool2 = nn.MaxPool2d(2) - - self.enc3 = conv_block(base*2, base*4, p_drop) - self.pool3 = nn.MaxPool2d(2) - - self.enc4 = conv_block(base*4, base*8, p_drop) - self.pool4 = nn.MaxPool2d(2) - - # Bottleneck + self.enc1 = conv_block(in_channels, base, p_drop); self.pool1 = nn.MaxPool2d(2) + self.enc2 = conv_block(base, base*2, p_drop); self.pool2 = nn.MaxPool2d(2) + self.enc3 = conv_block(base*2, base*4, p_drop); self.pool3 = nn.MaxPool2d(2) + self.enc4 = conv_block(base*4, base*8, p_drop); self.pool4 = nn.MaxPool2d(2) self.bott = conv_block(base*8, base*16, p_drop) + self.up4 = up_block(base*16, base*8); self.dec4 = conv_block(base*16, base*8, p_drop) + self.up3 = up_block(base*8, base*4); self.dec3 = conv_block(base*8, base*4, p_drop) + self.up2 = up_block(base*4, base*2); self.dec2 = conv_block(base*4, base*2, p_drop) + self.up1 = up_block(base*2, base); self.dec1 = conv_block(base*2, base, p_drop) + self.head = nn.Conv2d(base, num_classes, 1) - # Decoder - self.up4 = up_block(base*16, base*8) - self.dec4 = conv_block(base*16, base*8, p_drop) - - self.up3 = up_block(base*8, base*4) - self.dec3 = conv_block(base*8, base*4, p_drop) - - self.up2 = up_block(base*4, base*2) - self.dec2 = conv_block(base*4, base*2, p_drop) - - self.up1 = up_block(base*2, base) - self.dec1 = conv_block(base*2, base, p_drop) - - # Head (logits) - self.head = nn.Conv2d(base, num_classes, kernel_size=1) \ No newline at end of file + def forward(self, x: torch.Tensor) -> torch.Tensor: + # Encoder + e1 = self.enc1(x) # 1x + e2 = self.enc2(self.pool1(e1)) # 1/2 + e3 = self.enc3(self.pool2(e2)) # 1/4 + e4 = self.enc4(self.pool3(e3)) # 1/8 + b = self.bott(self.pool4(e4)) # 1/16 + + # Decoder with skip connections + d4 = self.up4(b) + d4 = torch.cat([d4, e4], dim=1) + d4 = self.dec4(d4) + + d3 = self.up3(d4) + d3 = torch.cat([d3, e3], dim=1) + d3 = self.dec3(d3) + + d2 = self.up2(d3) + d2 = torch.cat([d2, e2], dim=1) + d2 = self.dec2(d2) + + d1 = self.up1(d2) + d1 = torch.cat([d1, e1], dim=1) + d1 = self.dec1(d1) + + return self.head(d1) # logits [B,C,H,W] \ No newline at end of file From 9c6b9cb49329dd63d04ded1c59251a9fb98f1fc5 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:43:12 +1000 Subject: [PATCH 16/88] Added kaiming initialization for conventional layers and applied to model. --- recognition/oasis2d_unet_45807321/modules.py | 16 +++++++++++++++- 1 file changed, 15 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/modules.py b/recognition/oasis2d_unet_45807321/modules.py index c838965ba..2878ab6aa 100644 --- a/recognition/oasis2d_unet_45807321/modules.py +++ b/recognition/oasis2d_unet_45807321/modules.py @@ -5,7 +5,7 @@ import torch import torch.nn as nn -__all__ = ["conv_block", "up_block", "ImprovedUNet"] +__all__ = ["conv_block", "up_block", "ImprovedUNet", "init_kaiming_normal_"] def conv_block(in_ch: int, out_ch: int, p_drop: float = 0.0) -> nn.Sequential: """ @@ -27,6 +27,18 @@ def up_block(in_ch: int, out_ch: int) -> nn.ConvTranspose2d: """ return nn.ConvTranspose2d(in_ch, out_ch, 2, stride=2) +def init_kaiming_normal_(m: nn.Module) -> None: + """ + The initialization for conv/convtranspose; BN gamma=1, beta=0. + """ + if isinstance(m, (nn.Conv2d, nn.ConvTranspose2d)): + nn.init.kaiming_normal_(m.weight, nonlinearity="relu") + if getattr(m, "bias", None) is not None: + nn.init.zeros_(m.bias) + elif isinstance(m, nn.BatchNorm2d): + nn.init.ones_(m.weight) + nn.init.zeros_(m.bias) + class ImprovedUNet(nn.Module): """ Improved U-Net (2D): @@ -48,6 +60,8 @@ def __init__(self, in_channels: int = 1, num_classes: int = 4, base: int = 64, p self.up1 = up_block(base*2, base); self.dec1 = conv_block(base*2, base, p_drop) self.head = nn.Conv2d(base, num_classes, 1) + self.apply(init_kaiming_normal_) + def forward(self, x: torch.Tensor) -> torch.Tensor: # Encoder e1 = self.enc1(x) # 1x From 502c717293860c865f80fb83448a59a78f13b240 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 12:52:11 +1000 Subject: [PATCH 17/88] Added function that will automatically created the UNET model when referenced in future and added code to confirm codebase works as requried. --- recognition/oasis2d_unet_45807321/modules.py | 18 +++++++++++++++++- 1 file changed, 17 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/modules.py b/recognition/oasis2d_unet_45807321/modules.py index 2878ab6aa..b95a9cc87 100644 --- a/recognition/oasis2d_unet_45807321/modules.py +++ b/recognition/oasis2d_unet_45807321/modules.py @@ -87,4 +87,20 @@ def forward(self, x: torch.Tensor) -> torch.Tensor: d1 = torch.cat([d1, e1], dim=1) d1 = self.dec1(d1) - return self.head(d1) # logits [B,C,H,W] \ No newline at end of file + return self.head(d1) # logits [B,C,H,W] + +def create_model(in_channels: int = 1, num_classes: int = 4, base: int = 64, p_drop: float = 0.0) -> ImprovedUNet: + """Factory for quick construction (nice for train.py configs).""" + return ImprovedUNet(in_channels=in_channels, num_classes=num_classes, base=base, p_drop=p_drop) + +def count_params(model: nn.Module) -> int: + """Number of trainable parameters (for README).""" + return sum(p.numel() for p in model.parameters() if p.requires_grad) + +if __name__ == "__main__": + # Sanity check: build model and print parameter count + net = create_model(in_channels=1, num_classes=4, base=64, p_drop=0.1) + x = torch.randn(2, 1, 256, 256) + y = net(x) + print("Output:", tuple(y.shape)) # expect (2,4,256,256) + print("Params:", count_params(net)) \ No newline at end of file From 6cf8040d3e7104e6293424c0868e95249614b96e Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Wed, 5 Nov 2025 13:02:45 +1000 Subject: [PATCH 18/88] Tidied up code and added comments to provide more details on functions and classes. --- recognition/oasis2d_unet_45807321/modules.py | 129 ++++++++++++------- 1 file changed, 82 insertions(+), 47 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/modules.py b/recognition/oasis2d_unet_45807321/modules.py index b95a9cc87..327e68aca 100644 --- a/recognition/oasis2d_unet_45807321/modules.py +++ b/recognition/oasis2d_unet_45807321/modules.py @@ -1,35 +1,41 @@ # modules.py -# Improved U-Net with forward pass +# Improved U-Net (2D) for OASIS slices (256×256, 1-channel). +# Returns per-pixel logits [B, C, H, W] (no softmax in the model). from __future__ import annotations import torch import torch.nn as nn -__all__ = ["conv_block", "up_block", "ImprovedUNet", "init_kaiming_normal_"] +__all__ = ["conv_block", "up_block", "ImprovedUNet", "init_kaiming_normal_", "create_model", "count_params"] + def conv_block(in_ch: int, out_ch: int, p_drop: float = 0.0) -> nn.Sequential: """ - Two 3x3 convs with BN + ReLU, optional Dropout2d. + Two 3×3 Conv2d layers with BatchNorm + ReLU. + Optionally applies Dropout2d at the end (p_drop>0). """ return nn.Sequential( - nn.Conv2d(in_ch, out_ch, 3, padding=1, bias=False), + nn.Conv2d(in_ch, out_ch, kernel_size=3, padding=1, bias=False), nn.BatchNorm2d(out_ch), nn.ReLU(inplace=True), - nn.Conv2d(out_ch, out_ch, 3, padding=1, bias=False), + + nn.Conv2d(out_ch, out_ch, kernel_size=3, padding=1, bias=False), nn.BatchNorm2d(out_ch), nn.ReLU(inplace=True), - nn.Dropout2d(p_drop) if p_drop > 0 else nn.Identity(), + + nn.Dropout2d(p=p_drop) if p_drop > 0 else nn.Identity(), ) + def up_block(in_ch: int, out_ch: int) -> nn.ConvTranspose2d: - """ - 2x upsampling via transposed conv. - """ - return nn.ConvTranspose2d(in_ch, out_ch, 2, stride=2) + """2× upsampling via transposed convolution (kernel=2, stride=2).""" + return nn.ConvTranspose2d(in_ch, out_ch, kernel_size=2, stride=2) + def init_kaiming_normal_(m: nn.Module) -> None: """ - The initialization for conv/convtranspose; BN gamma=1, beta=0. + He (Kaiming) init for conv/convtranspose; BatchNorm gamma=1, beta=0. + Call with model.apply(init_kaiming_normal_). """ if isinstance(m, (nn.Conv2d, nn.ConvTranspose2d)): nn.init.kaiming_normal_(m.weight, nonlinearity="relu") @@ -39,68 +45,97 @@ def init_kaiming_normal_(m: nn.Module) -> None: nn.init.ones_(m.weight) nn.init.zeros_(m.bias) + class ImprovedUNet(nn.Module): """ - Improved U-Net (2D): - - Encoder: 4 levels with BN + ReLU - - Bottleneck - - Decoder: transpose conv upsampling + skip connections - - Head: 1x1 conv logits (no softmax) + U-Net-style encoder–decoder with skip connections. + + Architecture: + - Encoder: 4 levels (ConvBlock ×2 per level) with MaxPool downsampling + - Bottleneck: ConvBlock at deepest level + - Decoder: transposed-conv upsampling + skip concat + ConvBlock + - Head: 1×1 Conv2d to produce logits for num_classes + + Notes: + - Designed for 1-channel 256×256 inputs (divisible by 16 → no size drift). + - Output logits are returned without activation; apply softmax in loss/metrics if needed. """ def __init__(self, in_channels: int = 1, num_classes: int = 4, base: int = 64, p_drop: float = 0.0): super().__init__() - self.enc1 = conv_block(in_channels, base, p_drop); self.pool1 = nn.MaxPool2d(2) - self.enc2 = conv_block(base, base*2, p_drop); self.pool2 = nn.MaxPool2d(2) - self.enc3 = conv_block(base*2, base*4, p_drop); self.pool3 = nn.MaxPool2d(2) - self.enc4 = conv_block(base*4, base*8, p_drop); self.pool4 = nn.MaxPool2d(2) - self.bott = conv_block(base*8, base*16, p_drop) - self.up4 = up_block(base*16, base*8); self.dec4 = conv_block(base*16, base*8, p_drop) - self.up3 = up_block(base*8, base*4); self.dec3 = conv_block(base*8, base*4, p_drop) - self.up2 = up_block(base*4, base*2); self.dec2 = conv_block(base*4, base*2, p_drop) - self.up1 = up_block(base*2, base); self.dec1 = conv_block(base*2, base, p_drop) - self.head = nn.Conv2d(base, num_classes, 1) + # Encoder + self.enc1 = conv_block(in_channels, base, p_drop) + self.pool1 = nn.MaxPool2d(2) + + self.enc2 = conv_block(base, base * 2, p_drop) + self.pool2 = nn.MaxPool2d(2) + + self.enc3 = conv_block(base * 2, base * 4, p_drop) + self.pool3 = nn.MaxPool2d(2) + + self.enc4 = conv_block(base * 4, base * 8, p_drop) + self.pool4 = nn.MaxPool2d(2) + + # Bottleneck + self.bott = conv_block(base * 8, base * 16, p_drop) + + # Decoder + self.up4 = up_block(base * 16, base * 8) + self.dec4 = conv_block(base * 16, base * 8, p_drop) + + self.up3 = up_block(base * 8, base * 4) + self.dec3 = conv_block(base * 8, base * 4, p_drop) + + self.up2 = up_block(base * 4, base * 2) + self.dec2 = conv_block(base * 4, base * 2, p_drop) + + self.up1 = up_block(base * 2, base) + self.dec1 = conv_block(base * 2, base, p_drop) + + # Per-pixel logits + self.head = nn.Conv2d(base, num_classes, kernel_size=1) + + # Weight init self.apply(init_kaiming_normal_) def forward(self, x: torch.Tensor) -> torch.Tensor: # Encoder - e1 = self.enc1(x) # 1x - e2 = self.enc2(self.pool1(e1)) # 1/2 - e3 = self.enc3(self.pool2(e2)) # 1/4 - e4 = self.enc4(self.pool3(e3)) # 1/8 - b = self.bott(self.pool4(e4)) # 1/16 + e1 = self.enc1(x) # H,W + e2 = self.enc2(self.pool1(e1)) # H/2,W/2 + e3 = self.enc3(self.pool2(e2)) # H/4,W/4 + e4 = self.enc4(self.pool3(e3)) # H/8,W/8 + b = self.bott(self.pool4(e4)) # H/16,W/16 - # Decoder with skip connections + # Decoder + skip connections d4 = self.up4(b) - d4 = torch.cat([d4, e4], dim=1) - d4 = self.dec4(d4) + d4 = self.dec4(torch.cat([d4, e4], dim=1)) d3 = self.up3(d4) - d3 = torch.cat([d3, e3], dim=1) - d3 = self.dec3(d3) + d3 = self.dec3(torch.cat([d3, e3], dim=1)) d2 = self.up2(d3) - d2 = torch.cat([d2, e2], dim=1) - d2 = self.dec2(d2) + d2 = self.dec2(torch.cat([d2, e2], dim=1)) d1 = self.up1(d2) - d1 = torch.cat([d1, e1], dim=1) - d1 = self.dec1(d1) + d1 = self.dec1(torch.cat([d1, e1], dim=1)) + + return self.head(d1) # logits [B, C, H, W] + - return self.head(d1) # logits [B,C,H,W] - def create_model(in_channels: int = 1, num_classes: int = 4, base: int = 64, p_drop: float = 0.0) -> ImprovedUNet: - """Factory for quick construction (nice for train.py configs).""" + """Factory for quick construction (useful in train.py).""" return ImprovedUNet(in_channels=in_channels, num_classes=num_classes, base=base, p_drop=p_drop) + def count_params(model: nn.Module) -> int: - """Number of trainable parameters (for README).""" + """Return the number of trainable parameters (for logs/README).""" return sum(p.numel() for p in model.parameters() if p.requires_grad) + if __name__ == "__main__": - # Sanity check: build model and print parameter count + # Quick sanity check net = create_model(in_channels=1, num_classes=4, base=64, p_drop=0.1) x = torch.randn(2, 1, 256, 256) y = net(x) - print("Output:", tuple(y.shape)) # expect (2,4,256,256) - print("Params:", count_params(net)) \ No newline at end of file + print("Output:", tuple(y.shape)) # expected: (2, 4, 256, 256) + print("Params:", count_params(net)) From a7a8b7297f594d7875ca4a65839c02d84484e1d0 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 07:45:29 +1000 Subject: [PATCH 19/88] Adjusted default number of workers to one and adjusted my 2D unet model to be more like referenced in assignment specification sheet. --- recognition/oasis2d_unet_45807321/dataset.py | 2 +- recognition/oasis2d_unet_45807321/modules.py | 88 ++++++++++++-------- 2 files changed, 55 insertions(+), 35 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py index 3f9312731..d1d26dfd6 100644 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ b/recognition/oasis2d_unet_45807321/dataset.py @@ -24,7 +24,7 @@ DEFAULT_DATA_ROOT = THIS_DIR / "OASIS" # expects six OASIS subfolders under this DEFAULT_IMG_SIZE = None # images are already 256x256; no resize needed DEFAULT_BATCH_SIZE = 8 -DEFAULT_NUM_WORKERS = max(os.cpu_count() - 1, 1) if os.cpu_count() else 4 +DEFAULT_NUM_WORKERS = 1 DEFAULT_NORMALIZE_MEANSTD = (0.5, 0.5) # normalize to roughly N(0,1): (x-0.5)/0.5 # --------------------------- diff --git a/recognition/oasis2d_unet_45807321/modules.py b/recognition/oasis2d_unet_45807321/modules.py index 327e68aca..2bab44f94 100644 --- a/recognition/oasis2d_unet_45807321/modules.py +++ b/recognition/oasis2d_unet_45807321/modules.py @@ -1,12 +1,19 @@ # modules.py -# Improved U-Net (2D) for OASIS slices (256×256, 1-channel). +# Improved U-Net (2D) for HipMRI slices (256x256, 1-channel). # Returns per-pixel logits [B, C, H, W] (no softmax in the model). from __future__ import annotations import torch import torch.nn as nn -__all__ = ["conv_block", "up_block", "ImprovedUNet", "init_kaiming_normal_", "create_model", "count_params"] +__all__ = [ + "conv_block", + "up_block", + "ImprovedUNet", + "init_kaiming_normal_", + "create_model", + "count_params", +] def conv_block(in_ch: int, out_ch: int, p_drop: float = 0.0) -> nn.Sequential: @@ -18,11 +25,9 @@ def conv_block(in_ch: int, out_ch: int, p_drop: float = 0.0) -> nn.Sequential: nn.Conv2d(in_ch, out_ch, kernel_size=3, padding=1, bias=False), nn.BatchNorm2d(out_ch), nn.ReLU(inplace=True), - nn.Conv2d(out_ch, out_ch, kernel_size=3, padding=1, bias=False), nn.BatchNorm2d(out_ch), nn.ReLU(inplace=True), - nn.Dropout2d(p=p_drop) if p_drop > 0 else nn.Identity(), ) @@ -49,6 +54,7 @@ def init_kaiming_normal_(m: nn.Module) -> None: class ImprovedUNet(nn.Module): """ U-Net-style encoder–decoder with skip connections. + MODIFIED: Uses fixed channel sizes (32, 64, 128, 256, 512). Architecture: - Encoder: 4 levels (ConvBlock ×2 per level) with MaxPool downsampling @@ -57,54 +63,60 @@ class ImprovedUNet(nn.Module): - Head: 1×1 Conv2d to produce logits for num_classes Notes: - - Designed for 1-channel 256×256 inputs (divisible by 16 → no size drift). + - Designed for 1-channel 256x256 inputs (divisible by 16 → no size drift). - Output logits are returned without activation; apply softmax in loss/metrics if needed. """ - def __init__(self, in_channels: int = 1, num_classes: int = 4, base: int = 64, p_drop: float = 0.0): + + def __init__( + self, + in_channels: int = 1, + num_classes: int = 4, + p_drop: float = 0.0, + ): super().__init__() - # Encoder - self.enc1 = conv_block(in_channels, base, p_drop) + # Encoder - MODIFIED to use fixed channels + self.enc1 = conv_block(in_channels, 32, p_drop) self.pool1 = nn.MaxPool2d(2) - self.enc2 = conv_block(base, base * 2, p_drop) + self.enc2 = conv_block(32, 64, p_drop) self.pool2 = nn.MaxPool2d(2) - self.enc3 = conv_block(base * 2, base * 4, p_drop) + self.enc3 = conv_block(64, 128, p_drop) self.pool3 = nn.MaxPool2d(2) - self.enc4 = conv_block(base * 4, base * 8, p_drop) + self.enc4 = conv_block(128, 256, p_drop) self.pool4 = nn.MaxPool2d(2) - # Bottleneck - self.bott = conv_block(base * 8, base * 16, p_drop) + # Bottleneck - MODIFIED to use fixed channels + self.bott = conv_block(256, 512, p_drop) - # Decoder - self.up4 = up_block(base * 16, base * 8) - self.dec4 = conv_block(base * 16, base * 8, p_drop) + # Decoder - MODIFIED to use fixed channels + self.up4 = up_block(512, 256) + self.dec4 = conv_block(512, 256, p_drop) # 256 (from up4) + 256 (from enc4) - self.up3 = up_block(base * 8, base * 4) - self.dec3 = conv_block(base * 8, base * 4, p_drop) + self.up3 = up_block(256, 128) + self.dec3 = conv_block(256, 128, p_drop) # 128 (from up3) + 128 (from enc3) - self.up2 = up_block(base * 4, base * 2) - self.dec2 = conv_block(base * 4, base * 2, p_drop) + self.up2 = up_block(128, 64) + self.dec2 = conv_block(128, 64, p_drop) # 64 (from up2) + 64 (from enc2) - self.up1 = up_block(base * 2, base) - self.dec1 = conv_block(base * 2, base, p_drop) + self.up1 = up_block(64, 32) + self.dec1 = conv_block(64, 32, p_drop) # 32 (from up1) + 32 (from enc1) - # Per-pixel logits - self.head = nn.Conv2d(base, num_classes, kernel_size=1) + # Per-pixel logits - MODIFIED + self.head = nn.Conv2d(32, num_classes, kernel_size=1) # Weight init self.apply(init_kaiming_normal_) def forward(self, x: torch.Tensor) -> torch.Tensor: # Encoder - e1 = self.enc1(x) # H,W - e2 = self.enc2(self.pool1(e1)) # H/2,W/2 - e3 = self.enc3(self.pool2(e2)) # H/4,W/4 - e4 = self.enc4(self.pool3(e3)) # H/8,W/8 - b = self.bott(self.pool4(e4)) # H/16,W/16 + e1 = self.enc1(x) # H,W + e2 = self.enc2(self.pool1(e1)) # H/2,W/2 + e3 = self.enc3(self.pool2(e2)) # H/4,W/4 + e4 = self.enc4(self.pool3(e3)) # H/8,W/8 + b = self.bott(self.pool4(e4)) # H/16,W/16 <- Bottleneck shape changes # Decoder + skip connections d4 = self.up4(b) @@ -122,9 +134,13 @@ def forward(self, x: torch.Tensor) -> torch.Tensor: return self.head(d1) # logits [B, C, H, W] -def create_model(in_channels: int = 1, num_classes: int = 4, base: int = 64, p_drop: float = 0.0) -> ImprovedUNet: +def create_model( + in_channels: int = 1, num_classes: int = 4, p_drop: float = 0.0 +) -> ImprovedUNet: # MODIFIED: Removed 'base' argument """Factory for quick construction (useful in train.py).""" - return ImprovedUNet(in_channels=in_channels, num_classes=num_classes, base=base, p_drop=p_drop) + return ImprovedUNet( + in_channels=in_channels, num_classes=num_classes, p_drop=p_drop + ) def count_params(model: nn.Module) -> int: @@ -134,8 +150,12 @@ def count_params(model: nn.Module) -> int: if __name__ == "__main__": # Quick sanity check - net = create_model(in_channels=1, num_classes=4, base=64, p_drop=0.1) + net = create_model(in_channels=1, num_classes=4, p_drop=0.1) + + # MODIFIED: Test with 256x256 input x = torch.randn(2, 1, 256, 256) y = net(x) - print("Output:", tuple(y.shape)) # expected: (2, 4, 256, 256) - print("Params:", count_params(net)) + + # MODIFIED: Expected output shape + print("Output:", tuple(y.shape)) # expected: (2, 6, 256, 256) + print("Params:", count_params(net)) \ No newline at end of file From 3391f9750aaf0cafcbee95e44c1ef2139feb419e Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 07:47:48 +1000 Subject: [PATCH 20/88] Added basic imports and set_seed to allow for results to be reproduced consistently. --- recognition/oasis2d_unet_45807321/utils.py | 27 ++++++++++++++++++++++ 1 file changed, 27 insertions(+) create mode 100644 recognition/oasis2d_unet_45807321/utils.py diff --git a/recognition/oasis2d_unet_45807321/utils.py b/recognition/oasis2d_unet_45807321/utils.py new file mode 100644 index 000000000..b7a5312e6 --- /dev/null +++ b/recognition/oasis2d_unet_45807321/utils.py @@ -0,0 +1,27 @@ +# utils.py +# Small utilities for training: one-hot, Dice metrics/loss, meters, seeding, checkpoints. + +from __future__ import annotations +import os +import random +from dataclasses import dataclass +from typing import Dict, Iterable, Tuple + +import numpy as np +import torch +import torch.nn.functional as F + + +# --------------------------- +# Reproducibility +# --------------------------- + + +def set_seed(seed: int = 42) -> None: + """Set RNG seeds for Python, NumPy, and PyTorch.""" + random.seed(seed) + np.random.seed(seed) + torch.manual_seed(seed) + torch.cuda.manual_seed_all(seed) # no-op if CUDA not available + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False \ No newline at end of file From 63ba11aa2043fb613da8d033969b47cc83e37a61 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 07:49:24 +1000 Subject: [PATCH 21/88] Added tensor helper funcitons for the traning loop and one hot encoding as a required dependency for the loss functions. --- recognition/oasis2d_unet_45807321/utils.py | 27 +++++++++++++++++++++- 1 file changed, 26 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/utils.py b/recognition/oasis2d_unet_45807321/utils.py index b7a5312e6..44d8b7d88 100644 --- a/recognition/oasis2d_unet_45807321/utils.py +++ b/recognition/oasis2d_unet_45807321/utils.py @@ -24,4 +24,29 @@ def set_seed(seed: int = 42) -> None: torch.manual_seed(seed) torch.cuda.manual_seed_all(seed) # no-op if CUDA not available torch.backends.cudnn.deterministic = True - torch.backends.cudnn.benchmark = False \ No newline at end of file + torch.backends.cudnn.benchmark = False + + # --------------------------- +# Tensor helpers +# --------------------------- + +def to_device( + batch: Dict[str, torch.Tensor], device: torch.device +) -> Dict[str, torch.Tensor]: + """Move a dict of tensors (e.g., from dataset) to device.""" + out = {} + for k, v in batch.items(): + if isinstance(v, torch.Tensor): + out[k] = v.to(device, non_blocking=True) + else: + out[k] = v + return out + + +def labels_to_onehot(y: torch.Tensor, num_classes: int) -> torch.Tensor: + """ + Convert integer labels [B,H,W] -> one-hot [B,C,H,W]. + """ + # y expected long dtype; ensure safety. + y = y.long() + return F.one_hot(y, num_classes=num_classes).permute(0, 3, 1, 2).float() \ No newline at end of file From 0e5293f7aaea98efd9ed2b24c9cd5c5239b8a799 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 07:50:09 +1000 Subject: [PATCH 22/88] Added dice metrics and soft dice loss functions. --- recognition/oasis2d_unet_45807321/utils.py | 44 +++++++++++++++++++++- 1 file changed, 42 insertions(+), 2 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/utils.py b/recognition/oasis2d_unet_45807321/utils.py index 44d8b7d88..a5b47c62f 100644 --- a/recognition/oasis2d_unet_45807321/utils.py +++ b/recognition/oasis2d_unet_45807321/utils.py @@ -26,7 +26,7 @@ def set_seed(seed: int = 42) -> None: torch.backends.cudnn.deterministic = True torch.backends.cudnn.benchmark = False - # --------------------------- +# --------------------------- # Tensor helpers # --------------------------- @@ -49,4 +49,44 @@ def labels_to_onehot(y: torch.Tensor, num_classes: int) -> torch.Tensor: """ # y expected long dtype; ensure safety. y = y.long() - return F.one_hot(y, num_classes=num_classes).permute(0, 3, 1, 2).float() \ No newline at end of file + return F.one_hot(y, num_classes=num_classes).permute(0, 3, 1, 2).float() + +# --------------------------- +# Dice metrics / Dice loss +# --------------------------- + + +@torch.no_grad() +def dice_per_class_from_logits( + logits: torch.Tensor, y_true: torch.Tensor, eps: float = 1e-6 +) -> torch.Tensor: + """ + Dice per class given logits and integer labels. + - logits: [B,C,H,W] + - y_true: [B,H,W] with class ids 0..C-1 + Returns: [C] dice scores. + """ + num_classes = logits.size(1) + probs = torch.softmax(logits, dim=1) # [B,C,H,W] + y_1h = labels_to_onehot(y_true, num_classes) # [B,C,H,W] + num = 2.0 * (probs * y_1h).sum(dim=(0, 2, 3)) + den = (probs * probs).sum(dim=(0, 2, 3)) + (y_1h * y_1h).sum(dim=(0, 2, 3)) + eps + return num / den + +def dice_loss_from_logits( + logits: torch.Tensor, y_true_1h: torch.Tensor, eps: float = 1e-6 +) -> torch.Tensor: + """ + Soft Dice loss using one-hot target. + - logits: [B,C,H,W] + - y_true_1h: [B,C,H,W] + """ + probs = torch.softmax(logits, dim=1) + num = 2.0 * (probs * y_true_1h).sum(dim=(0, 2, 3)) + den = ( + (probs * probs).sum(dim=(0, 2, 3)) + + (y_true_1h * y_true_1h).sum(dim=(0, 2, 3)) + + eps + ) + dice = num / den + return 1.0 - dice.mean() \ No newline at end of file From 0dc7af115bb6ca6bbcbef12f7654bc4aa410fcdf Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 07:51:05 +1000 Subject: [PATCH 23/88] Added class that will act as the final dice loss function. --- recognition/oasis2d_unet_45807321/utils.py | 37 +++++++++++++++++++++- 1 file changed, 36 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/utils.py b/recognition/oasis2d_unet_45807321/utils.py index a5b47c62f..0ca61c549 100644 --- a/recognition/oasis2d_unet_45807321/utils.py +++ b/recognition/oasis2d_unet_45807321/utils.py @@ -89,4 +89,39 @@ def dice_loss_from_logits( + eps ) dice = num / den - return 1.0 - dice.mean() \ No newline at end of file + return 1.0 - dice.mean() + +# --------------------------- +# Combined loss (CE + Dice) +# --------------------------- + + +class CEDiceLoss(torch.nn.Module): + """ + CE + Dice combined loss. + - alpha_ce: weight for CrossEntropy + - alpha_dice: weight for Dice (targets one-hot internally) + """ + + def __init__( + self, + num_classes: int, + alpha_ce: float = 0.5, + alpha_dice: float = 0.5, + ignore_index: int | None = None, + ): + super().__init__() + self.num_classes = num_classes + self.alpha_ce = alpha_ce + self.alpha_dice = alpha_dice + self.ignore_index = ignore_index + + def forward(self, logits: torch.Tensor, y_true: torch.Tensor) -> torch.Tensor: + # y_true expected as class ids [B,H,W] + if self.ignore_index is None: + loss_ce = F.cross_entropy(logits, y_true) + else: + loss_ce = F.cross_entropy(logits, y_true, ignore_index=self.ignore_index) + y_1h = labels_to_onehot(y_true, num_classes=self.num_classes) + loss_dice = dice_loss_from_logits(logits, y_1h) + return self.alpha_ce * loss_ce + self.alpha_dice * loss_dice \ No newline at end of file From d77eb6a67b83b5fa05656da47ec55240de85e88e Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 07:53:15 +1000 Subject: [PATCH 24/88] Added average metter to track the stats. --- recognition/oasis2d_unet_45807321/utils.py | 20 +++++++++++++++++++- 1 file changed, 19 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/utils.py b/recognition/oasis2d_unet_45807321/utils.py index 0ca61c549..904f311b6 100644 --- a/recognition/oasis2d_unet_45807321/utils.py +++ b/recognition/oasis2d_unet_45807321/utils.py @@ -124,4 +124,22 @@ def forward(self, logits: torch.Tensor, y_true: torch.Tensor) -> torch.Tensor: loss_ce = F.cross_entropy(logits, y_true, ignore_index=self.ignore_index) y_1h = labels_to_onehot(y_true, num_classes=self.num_classes) loss_dice = dice_loss_from_logits(logits, y_1h) - return self.alpha_ce * loss_ce + self.alpha_dice * loss_dice \ No newline at end of file + return self.alpha_ce * loss_ce + self.alpha_dice * loss_dice + +# --------------------------- +# Running meters +# --------------------------- +@dataclass +class AvgMeter: + total: float = 0.0 + count: int = 0 + + def update(self, val: float, n: int = 1) -> None: + self.total += float(val) * n + self.count += n + + @property + def avg(self) -> float: + return self.total / max(self.count, 1) + + \ No newline at end of file From 1bc857c34f98ab4f42d8b29625c2ceefc1385620 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 07:53:41 +1000 Subject: [PATCH 25/88] Added save and load checkpoint functions. --- recognition/oasis2d_unet_45807321/utils.py | 46 +++++++++++++++++++++- 1 file changed, 44 insertions(+), 2 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/utils.py b/recognition/oasis2d_unet_45807321/utils.py index 904f311b6..521bf21b0 100644 --- a/recognition/oasis2d_unet_45807321/utils.py +++ b/recognition/oasis2d_unet_45807321/utils.py @@ -26,10 +26,12 @@ def set_seed(seed: int = 42) -> None: torch.backends.cudnn.deterministic = True torch.backends.cudnn.benchmark = False + # --------------------------- # Tensor helpers # --------------------------- + def to_device( batch: Dict[str, torch.Tensor], device: torch.device ) -> Dict[str, torch.Tensor]: @@ -51,6 +53,7 @@ def labels_to_onehot(y: torch.Tensor, num_classes: int) -> torch.Tensor: y = y.long() return F.one_hot(y, num_classes=num_classes).permute(0, 3, 1, 2).float() + # --------------------------- # Dice metrics / Dice loss # --------------------------- @@ -73,6 +76,7 @@ def dice_per_class_from_logits( den = (probs * probs).sum(dim=(0, 2, 3)) + (y_1h * y_1h).sum(dim=(0, 2, 3)) + eps return num / den + def dice_loss_from_logits( logits: torch.Tensor, y_true_1h: torch.Tensor, eps: float = 1e-6 ) -> torch.Tensor: @@ -91,6 +95,7 @@ def dice_loss_from_logits( dice = num / den return 1.0 - dice.mean() + # --------------------------- # Combined loss (CE + Dice) # --------------------------- @@ -126,6 +131,7 @@ def forward(self, logits: torch.Tensor, y_true: torch.Tensor) -> torch.Tensor: loss_dice = dice_loss_from_logits(logits, y_1h) return self.alpha_ce * loss_ce + self.alpha_dice * loss_dice + # --------------------------- # Running meters # --------------------------- @@ -141,5 +147,41 @@ def update(self, val: float, n: int = 1) -> None: @property def avg(self) -> float: return self.total / max(self.count, 1) - - \ No newline at end of file + + +# --------------------------- +# Checkpoint helpers +# --------------------------- + + +def save_checkpoint( + path: str, + model: torch.nn.Module, + optimizer: torch.optim.Optimizer | None = None, + epoch: int | None = None, + extra: Dict | None = None, +) -> None: + """Save model state dict (and optional optimizer/epoch/extra) to path.""" + os.makedirs(os.path.dirname(path) or ".", exist_ok=True) + state = {"model": model.state_dict()} + if optimizer is not None: + state["optimizer"] = optimizer.state_dict() + if epoch is not None: + state["epoch"] = epoch + if extra is not None: + state["extra"] = extra + torch.save(state, path) + + +def load_checkpoint( + path: str, + model: torch.nn.Module, + optimizer: torch.optim.Optimizer | None = None, + map_location: str | torch.device = "cpu", +) -> Dict: + """Load state dicts into model/optimizer; returns checkpoint dict.""" + ckpt = torch.load(path, map_location=map_location) + model.load_state_dict(ckpt["model"]) + if optimizer is not None and "optimizer" in ckpt: + optimizer.load_state_dict(ckpt["optimizer"]) + return ckpt From ac86a67ad299306716f4e3652e2f4b2ef9d62ec3 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 07:56:20 +1000 Subject: [PATCH 26/88] Added OASIS specific mask conversion helper function --- recognition/oasis2d_unet_45807321/utils.py | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/utils.py b/recognition/oasis2d_unet_45807321/utils.py index 521bf21b0..797b1d120 100644 --- a/recognition/oasis2d_unet_45807321/utils.py +++ b/recognition/oasis2d_unet_45807321/utils.py @@ -148,12 +148,10 @@ def update(self, val: float, n: int = 1) -> None: def avg(self) -> float: return self.total / max(self.count, 1) - # --------------------------- # Checkpoint helpers # --------------------------- - def save_checkpoint( path: str, model: torch.nn.Module, @@ -185,3 +183,15 @@ def load_checkpoint( if optimizer is not None and "optimizer" in ckpt: optimizer.load_state_dict(ckpt["optimizer"]) return ckpt + +# --------------------------- +# OASIS-specific tiny helper +# --------------------------- + + +def oasis_mask_to_class_ids(y: torch.Tensor) -> torch.Tensor: + """ + Map raw OASIS mask intensities {0,85,170,255} -> class ids {0,1,2,3}. + Assumes y is integer-like tensor [B,H,W]. + """ + return (y // 85).clamp(min=0, max=3).long() \ No newline at end of file From 6ccf02d98bec77000fa3ceb5e3c56f01c02d9068 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 07:58:59 +1000 Subject: [PATCH 27/88] Added initial script structure and configuration --- recognition/oasis2d_unet_45807321/train.py | 67 ++++++++++++++++++++++ 1 file changed, 67 insertions(+) diff --git a/recognition/oasis2d_unet_45807321/train.py b/recognition/oasis2d_unet_45807321/train.py index e69de29bb..6f846a753 100644 --- a/recognition/oasis2d_unet_45807321/train.py +++ b/recognition/oasis2d_unet_45807321/train.py @@ -0,0 +1,67 @@ +# train.py +# End-to-end training script for OASIS 2D segmentation with Improved U-Net. +from __future__ import annotations +import os +from pathlib import Path +from typing import Tuple, Dict, List + +import torch +import torch.nn as nn +import torch.optim as optim + +# --- NEW: headless plotting + csv logging --- +import matplotlib + +matplotlib.use("Agg") # safe for clusters / no display +import matplotlib.pyplot as plt +import csv + +from dataset import make_loaders, DEFAULT_BATCH_SIZE +from modules import create_model, count_params +from utils import ( + set_seed, + to_device, + oasis_mask_to_class_ids, + CEDiceLoss, + dice_per_class_from_logits, + AvgMeter, + save_checkpoint, +) + +# --------------------------- +# Config (edit here if needed) +# --------------------------- +SEED = 42 +NUM_CLASSES = 4 +IN_CHANNELS = 1 +BASE_CHANNELS = 64 +P_DROP = 0.10 + +EPOCHS = 10 +LR = 1e-3 +WEIGHT_DECAY = 1e-4 +GRAD_CLIP_NORM = 1.0 + +AMP = True # mixed precision +OUTDIR = Path("./outputs") +OUTDIR.mkdir(parents=True, exist_ok=True) +CKPT_BEST = OUTDIR / "best.pt" +CKPT_LAST = OUTDIR / "last.pt" +HIST_CSV = OUTDIR / "history.csv" +CURVES_PNG = OUTDIR / "curves.png" + +LOG_EVERY = 50 # steps + + +# --------------------------- +# Main +# --------------------------- + + +def main() -> None: + print("==> OASIS 2D — Improved U-Net training") + # (Implementation to be added) + + +if __name__ == "__main__": + main() \ No newline at end of file From bd245e43b6c2385efa6321c36c6d1a5523b5c491 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 07:59:35 +1000 Subject: [PATCH 28/88] Implemented training for one epoch that will be reusued when training multiple epochs --- recognition/oasis2d_unet_45807321/train.py | 50 ++++++++++++++++++++++ 1 file changed, 50 insertions(+) diff --git a/recognition/oasis2d_unet_45807321/train.py b/recognition/oasis2d_unet_45807321/train.py index 6f846a753..c6e3452e2 100644 --- a/recognition/oasis2d_unet_45807321/train.py +++ b/recognition/oasis2d_unet_45807321/train.py @@ -52,6 +52,56 @@ LOG_EVERY = 50 # steps +# --------------------------- +# Train / Val loops +# --------------------------- + + +def train_one_epoch( + model: nn.Module, + loader, + optimizer: optim.Optimizer, + criterion: nn.Module, + device: torch.device, + scaler: torch.amp.GradScaler | None, + epoch: int, +) -> float: + model.train() + loss_meter = AvgMeter() + + for step, batch in enumerate(loader, 1): + batch = to_device(batch, device) + x, y_raw = batch["image"], batch["mask"] + y_ids = oasis_mask_to_class_ids(y_raw) # [B,H,W] in {0,1,2,3} + + optimizer.zero_grad(set_to_none=True) + + if scaler is not None: + with torch.amp.autocast("cuda"): + logits = model(x) # [B,C,H,W] + loss = criterion(logits, y_ids) # CE + Dice + scaler.scale(loss).backward() + if GRAD_CLIP_NORM > 0: + scaler.unscale_(optimizer) + torch.nn.utils.clip_grad_norm_(model.parameters(), GRAD_CLIP_NORM) + scaler.step(optimizer) + scaler.update() + else: + logits = model(x) + loss = criterion(logits, y_ids) + loss.backward() + if GRAD_CLIP_NORM > 0: + torch.nn.utils.clip_grad_norm_(model.parameters(), GRAD_CLIP_NORM) + optimizer.step() + + loss_meter.update(loss.item(), n=x.size(0)) + + if step % LOG_EVERY == 0: + print( + f"Epoch {epoch:03d} | step {step:05d}/{len(loader):05d} | loss {loss_meter.avg:.4f}" + ) + + return loss_meter.avg # --------------------------- # Main From c10ce7da1dc68be18593f6ebd2c93e3d5e444e24 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 08:00:09 +1000 Subject: [PATCH 29/88] Added validation function that will measure the validation loss --- recognition/oasis2d_unet_45807321/train.py | 28 ++++++++++++++++++++++ 1 file changed, 28 insertions(+) diff --git a/recognition/oasis2d_unet_45807321/train.py b/recognition/oasis2d_unet_45807321/train.py index c6e3452e2..adbeefa18 100644 --- a/recognition/oasis2d_unet_45807321/train.py +++ b/recognition/oasis2d_unet_45807321/train.py @@ -103,6 +103,34 @@ def train_one_epoch( return loss_meter.avg +@torch.no_grad() +def validate( + model: nn.Module, + loader, + criterion: nn.Module, + device: torch.device, +) -> Tuple[float, torch.Tensor]: + model.eval() + loss_meter = AvgMeter() + dice_sum = None + n_batches = 0 + + for batch in loader: + batch = to_device(batch, device) + x, y_raw = batch["image"], batch["mask"] + y_ids = oasis_mask_to_class_ids(y_raw) + + logits = model(x) + loss = criterion(logits, y_ids) + loss_meter.update(loss.item(), n=x.size(0)) + + dice_c = dice_per_class_from_logits(logits, y_ids) # [C] + dice_sum = dice_c if dice_sum is None else (dice_sum + dice_c) + n_batches += 1 + + dice_mean_c = dice_sum / max(n_batches, 1) # [C] + return loss_meter.avg, dice_mean_c # val_loss, per-class dice + # --------------------------- # Main # --------------------------- From 6459221f284c06cf35e9c4b3524f7947efa9c0d9 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 08:01:13 +1000 Subject: [PATCH 30/88] Added CSV history to log results after epochs and helper functions to plot graphs --- recognition/oasis2d_unet_45807321/train.py | 51 +++++++++++++++++++++- 1 file changed, 50 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/train.py b/recognition/oasis2d_unet_45807321/train.py index adbeefa18..d51c96afe 100644 --- a/recognition/oasis2d_unet_45807321/train.py +++ b/recognition/oasis2d_unet_45807321/train.py @@ -56,7 +56,6 @@ # Train / Val loops # --------------------------- - def train_one_epoch( model: nn.Module, loader, @@ -131,6 +130,56 @@ def validate( dice_mean_c = dice_sum / max(n_batches, 1) # [C] return loss_meter.avg, dice_mean_c # val_loss, per-class dice +# --------------------------- +# Plotting / Logging helpers +# --------------------------- + + +def write_history_csv(rows: List[Dict], path: Path) -> None: + if not rows: + return + keys = list(rows[0].keys()) + with open(path, "w", newline="") as f: + w = csv.DictWriter(f, fieldnames=keys) + w.writeheader() + for r in rows: + w.writerow(r) + + +def plot_curves(history: List[Dict], png_path: Path, num_classes: int) -> None: + # history: list of dicts with keys epoch, train_loss, val_loss, dice_c0..c{C-1} + epochs = [h["epoch"] for h in history] + tr = [h["train_loss"] for h in history] + vl = [h["val_loss"] for h in history] + dice_per_c = [] + for c in range(num_classes): + dice_per_c.append([h[f"dice_c{c}"] for h in history]) + + fig, axes = plt.subplots(1, 2, figsize=(12, 4)) + + # Loss curves + axes[0].plot(epochs, tr, label="train_loss") + axes[0].plot(epochs, vl, label="val_loss") + axes[0].set_xlabel("Epoch") + axes[0].set_ylabel("Loss") + axes[0].set_title("Loss Curves") + axes[0].legend() + axes[0].grid(True, alpha=0.3) + + # Dice curves per class + for c in range(num_classes): + axes[1].plot(epochs, dice_per_c[c], label=f"Dice C{c}") + axes[1].set_xlabel("Epoch") + axes[1].set_ylabel("Dice") + axes[1].set_title("Per-class Dice (Validation)") + axes[1].set_ylim(0.0, 1.0) + axes[1].legend() + axes[1].grid(True, alpha=0.3) + + fig.tight_layout() + fig.savefig(png_path, dpi=160) + plt.close(fig) + # --------------------------- # Main # --------------------------- From 0f51cc5ce6f199eddf9f40acac2aa8cda612f38e Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 08:02:01 +1000 Subject: [PATCH 31/88] Implemented main function that will now be used to run over all epochs and will allow the user to configure hyperparameters as command line arguments --- recognition/oasis2d_unet_45807321/train.py | 107 ++++++++++++++++++++- 1 file changed, 105 insertions(+), 2 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/train.py b/recognition/oasis2d_unet_45807321/train.py index d51c96afe..9bf5b0edf 100644 --- a/recognition/oasis2d_unet_45807321/train.py +++ b/recognition/oasis2d_unet_45807321/train.py @@ -184,10 +184,113 @@ def plot_curves(history: List[Dict], png_path: Path, num_classes: int) -> None: # Main # --------------------------- - def main() -> None: print("==> OASIS 2D — Improved U-Net training") - # (Implementation to be added) + + # Repro + set_seed(SEED) + + # Device & AMP + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + scaler = torch.amp.GradScaler("cuda") if (AMP and device.type == "cuda") else None + print(f"Device: {device} | AMP: {scaler is not None}") + + # Data + train_loader, val_loader, test_loader = make_loaders( + batch_size=DEFAULT_BATCH_SIZE, # from dataset.py + # num_workers=1, # uncomment on Rangpur to avoid worker warnings + ) + print( + f"Train/Val/Test batches: {len(train_loader)}/{len(val_loader)}/{len(test_loader)}" + ) + + # Model + model = create_model( + in_channels=IN_CHANNELS, + num_classes=NUM_CLASSES, + p_drop=P_DROP, + ).to(device) + print(f"Model params: {count_params(model):,}") + + # Loss, Optim, Scheduler + criterion = CEDiceLoss(num_classes=NUM_CLASSES, alpha_ce=0.5, alpha_dice=0.5) + optimizer = optim.Adam(model.parameters(), lr=LR, weight_decay=WEIGHT_DECAY) + scheduler = optim.lr_scheduler.ReduceLROnPlateau( + optimizer, mode="min", factor=0.5, patience=3 + ) + + best_val = float("inf") + + # --- History for plots/CSV --- + history: List[Dict] = [] + + for epoch in range(1, EPOCHS + 1): + train_loss = train_one_epoch( + model, train_loader, optimizer, criterion, device, scaler, epoch + ) + val_loss, dice_c = validate(model, val_loader, criterion, device) + + # Logging + dice_str = " ".join([f"C{ci}:{d.item():.3f}" for ci, d in enumerate(dice_c)]) + print( + f"[Epoch {epoch:03d}] train_loss={train_loss:.4f} | val_loss={val_loss:.4f} | dice({NUM_CLASSES}): {dice_str}" + ) + + # Record LR (first param group) + curr_lr = next(iter(optimizer.param_groups))["lr"] + + # Save to history + rec = { + "epoch": epoch, + "train_loss": float(train_loss), + "val_loss": float(val_loss), + "lr": float(curr_lr), + } + for ci, d in enumerate(dice_c): + rec[f"dice_c{ci}"] = float(d.item()) + history.append(rec) + + # Scheduler on val loss + scheduler.step(val_loss) + + # Checkpoints + save_checkpoint( + CKPT_LAST.as_posix(), model, optimizer, epoch, extra={"val_loss": val_loss} + ) + if val_loss < best_val: + best_val = val_loss + save_checkpoint( + CKPT_BEST.as_posix(), + model, + optimizer, + epoch, + extra={"val_loss": val_loss}, + ) + print(f" ↳ New best! Saved to {CKPT_BEST}") + + # Update plots & CSV each epoch (so you can watch mid-run) + write_history_csv(history, HIST_CSV) + plot_curves(history, CURVES_PNG, NUM_CLASSES) + + # Final test evaluation (optional, after best/last) + print("==> Evaluating on test split (using last epoch weights)...") + test_loss, test_dice_c = validate(model, test_loader, criterion, device) + test_dice_str = " ".join( + [f"C{ci}:{d.item():.3f}" for ci, d in enumerate(test_dice_c)] + ) + print(f"[Test] loss={test_loss:.4f} | dice({NUM_CLASSES}): {test_dice_str}") + + # Append final test row to CSV (without plotting new points) + final_rec = { + "epoch": EPOCHS + 1, + "train_loss": float("nan"), + "val_loss": float(test_loss), + "lr": float(curr_lr), + } + for ci, d in enumerate(test_dice_c): + final_rec[f"dice_c{ci}"] = float(d.item()) + history.append(final_rec) + write_history_csv(history, HIST_CSV) # overwrite with final row included if __name__ == "__main__": From bcfd2682e7e119a542fa2436742643405ae2b05a Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 09:41:00 +1000 Subject: [PATCH 32/88] Added inital script structure with imports and basic layout --- recognition/oasis2d_unet_45807321/predict.py | 60 ++++++++++++++++++++ 1 file changed, 60 insertions(+) diff --git a/recognition/oasis2d_unet_45807321/predict.py b/recognition/oasis2d_unet_45807321/predict.py index e69de29bb..3feb3281c 100644 --- a/recognition/oasis2d_unet_45807321/predict.py +++ b/recognition/oasis2d_unet_45807321/predict.py @@ -0,0 +1,60 @@ +# predict.py +# Inference + visualisation for OASIS 2D segmentation (Improved U-Net) + +from __future__ import annotations +import os +from pathlib import Path +from typing import Tuple, List + +import torch +import matplotlib.pyplot as plt +import numpy as np + +from dataset import make_loaders +from modules import create_model +from utils import ( + oasis_mask_to_class_ids, + dice_per_class_from_logits, + set_seed, + to_device, + load_checkpoint, +) + +# --------------------------- +# Config +# --------------------------- +SEED = 42 +NUM_CLASSES = 4 +IN_CHANNELS = 1 +P_DROP = 0.0 + +OUTDIR = Path("./outputs") +PRED_DIR = OUTDIR / "predictions" +CKPT_BEST = OUTDIR / "best.pt" +CKPT_LAST = OUTDIR / "last.pt" + +N_VIS = 8 # number of samples to visualise/save + + +# --------------------------- +# Small helpers +# --------------------------- + + +def _ensure_dir(p: Path) -> None: + p.mkdir(parents=True, exist_ok=True) + + +# --------------------------- +# Main +# --------------------------- + + +@torch.no_grad() +def main() -> None: + print("==> OASIS 2D — Inference & Visualisation") + # (Implementation to be added) + + +if __name__ == "__main__": + main() \ No newline at end of file From b5b6f762cb1971e9523f0215b6ba55e73707e884 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 09:41:44 +1000 Subject: [PATCH 33/88] Added visualisation helper functions that will color the images --- recognition/oasis2d_unet_45807321/predict.py | 47 +++++++++++++++++++- 1 file changed, 46 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/predict.py b/recognition/oasis2d_unet_45807321/predict.py index 3feb3281c..1995d8524 100644 --- a/recognition/oasis2d_unet_45807321/predict.py +++ b/recognition/oasis2d_unet_45807321/predict.py @@ -45,6 +45,51 @@ def _ensure_dir(p: Path) -> None: p.mkdir(parents=True, exist_ok=True) +def colorize(mask_ids: np.ndarray) -> np.ndarray: + """ + Colorize class-id mask to RGB for saving/plotting. + Simple palette: background + 3 tissues. + """ + palette = np.array( + [ + [0, 0, 0], # 0: background - black + [0, 114, 189], # 1: blue + [217, 83, 25], # 2: orange + [237, 177, 32], # 3: yellow + ], + dtype=np.uint8, + ) + mask_ids = np.clip(mask_ids, 0, len(palette) - 1) + return palette[mask_ids] + + +def tensor_to_uint8_img(x: torch.Tensor) -> np.ndarray: + """ + x: [1,H,W] float in roughly [-1,1] or [0,1] + Convert to uint8 grayscale [H,W]. + """ + x = x.detach().cpu().float() + if x.ndim == 3 and x.size(0) == 1: + x = x[0] + # Try to map from [-1,1] to [0,1] if necessary + x_min, x_max = float(x.min()), float(x.max()) + if x_min < 0.0 or x_max > 1.0: + x = (x + 1.0) / 2.0 + x = torch.clamp(x, 0.0, 1.0) + return (x.numpy() * 255.0).astype(np.uint8) + + +def overlay( + img_gray_u8: np.ndarray, mask_rgb: np.ndarray, alpha: float = 0.5 +) -> np.ndarray: + """ + Overlay RGB mask on grayscale image. + """ + img_rgb = np.stack([img_gray_u8] * 3, axis=-1) + out = (img_rgb * (1 - alpha) + mask_rgb * alpha).astype(np.uint8) + return out + + # --------------------------- # Main # --------------------------- @@ -57,4 +102,4 @@ def main() -> None: if __name__ == "__main__": - main() \ No newline at end of file + main() From 8900822cb3d9627ad660c0a5073bbdebf7a2b3c4 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 09:42:38 +1000 Subject: [PATCH 34/88] Implemented starting main function with rough skeleton and model loading to load the model created from train.py --- recognition/oasis2d_unet_45807321/predict.py | 31 ++++++++++++++++++-- 1 file changed, 29 insertions(+), 2 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/predict.py b/recognition/oasis2d_unet_45807321/predict.py index 1995d8524..e6025c3d3 100644 --- a/recognition/oasis2d_unet_45807321/predict.py +++ b/recognition/oasis2d_unet_45807321/predict.py @@ -94,11 +94,38 @@ def overlay( # Main # --------------------------- - @torch.no_grad() def main() -> None: print("==> OASIS 2D — Inference & Visualisation") - # (Implementation to be added) + set_seed(SEED) + + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + print(f"Device: {device}") + + # Data: only need test loader for predictions + _, _, test_loader = make_loaders() + + # Model + model = create_model( + in_channels=IN_CHANNELS, + num_classes=NUM_CLASSES, + p_drop=P_DROP, + ).to(device) + ckpt_path = CKPT_BEST if CKPT_BEST.exists() else CKPT_LAST + if ckpt_path.exists(): + load_checkpoint( + ckpt_path.as_posix(), model, optimizer=None, map_location=device + ) + print(f"Loaded checkpoint: {ckpt_path}") + else: + print( + "⚠️ No checkpoint found — running with random-initialized weights (metrics will be poor)." + ) + + model.eval() + _ensure_dir(PRED_DIR) + + # (Loop and metrics to be added) if __name__ == "__main__": From 0725f47664941192675e9890e8fe190b9f06e0eb Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 09:43:32 +1000 Subject: [PATCH 35/88] Implemenented test set metric valuation --- recognition/oasis2d_unet_45807321/predict.py | 32 +++++++++++++++++++- 1 file changed, 31 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/predict.py b/recognition/oasis2d_unet_45807321/predict.py index e6025c3d3..225cc1b32 100644 --- a/recognition/oasis2d_unet_45807321/predict.py +++ b/recognition/oasis2d_unet_45807321/predict.py @@ -94,6 +94,7 @@ def overlay( # Main # --------------------------- + @torch.no_grad() def main() -> None: print("==> OASIS 2D — Inference & Visualisation") @@ -123,9 +124,38 @@ def main() -> None: ) model.eval() + + # Metrics over entire test set + dice_sum = torch.zeros(NUM_CLASSES, device=device) + n_batches = 0 + _ensure_dir(PRED_DIR) - # (Loop and metrics to be added) + for batch_idx, batch in enumerate(test_loader): + batch = to_device(batch, device) + x, y_raw = ( + batch["image"], + batch["mask"], + ) # x: [B,1,256,256], y_raw: [B,256,256] with {0,85,170,255} + y_ids = oasis_mask_to_class_ids(y_raw) # -> {0,1,2,3} + + logits = model(x) + dice_c = dice_per_class_from_logits(logits, y_ids) # [C] + dice_sum += dice_c + n_batches += 1 + + # (Visualisation logic to be added here) + + # Report metrics + dice_mean_c = (dice_sum / max(n_batches, 1)).detach().cpu().numpy() + dice_mean = float(dice_mean_c.mean()) + print( + "Per-class Dice:", + " ".join([f"C{c}:{dice_mean_c[c]:.3f}" for c in range(NUM_CLASSES)]), + ) + print(f"Mean Dice: {dice_mean:.3f}") + + # (Preview grid logic to be added here) if __name__ == "__main__": From a306862e2cb0399229b5f4496efb19b6c436ed60 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 09:44:06 +1000 Subject: [PATCH 36/88] Added code to save images that have been generated --- recognition/oasis2d_unet_45807321/predict.py | 41 +++++++++++++++++++- 1 file changed, 40 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/predict.py b/recognition/oasis2d_unet_45807321/predict.py index 225cc1b32..cfb79bd00 100644 --- a/recognition/oasis2d_unet_45807321/predict.py +++ b/recognition/oasis2d_unet_45807321/predict.py @@ -131,6 +131,10 @@ def main() -> None: _ensure_dir(PRED_DIR) + # Gather a few samples for visualisation + vis_count = 0 + saved_paths: List[Path] = [] # <-- ADD THIS + for batch_idx, batch in enumerate(test_loader): batch = to_device(batch, device) x, y_raw = ( @@ -144,7 +148,42 @@ def main() -> None: dice_sum += dice_c n_batches += 1 - # (Visualisation logic to be added here) + # --- ADD THIS BLOCK --- + # Visualise/save a few samples from the first batches + if vis_count < N_VIS: + # How many to take from this batch + take = min(N_VIS - vis_count, x.size(0)) + for i in range(take): + img_u8 = tensor_to_uint8_img(x[i]) # [H,W] uint8 + pred_ids = ( + logits[i].argmax(dim=0).detach().cpu().numpy().astype(np.int32) + ) # [H,W] + gt_ids = y_ids[i].detach().cpu().numpy().astype(np.int32) + + pred_rgb = colorize(pred_ids) # [H,W,3] + gt_rgb = colorize(gt_ids) + over_rgb = overlay(img_u8, pred_rgb, alpha=0.45) + + # Save individual panels + base = Path(f"sample_{batch_idx:03d}_{i:02d}") + paths = { + "input": PRED_DIR / f"{base}_input.png", + "gt": PRED_DIR / f"{base}_gt.png", + "pred": PRED_DIR / f"{base}_pred.png", + "over": PRED_DIR / f"{base}_overlay.png", + } + plt.imsave(paths["input"], img_u8, cmap="gray") + plt.imsave(paths["gt"], gt_rgb) + plt.imsave(paths["pred"], pred_rgb) + plt.imsave(paths["over"], over_rgb) + saved_paths.append(paths["over"]) + vis_count += 1 + + # Early exit if we already have enough visualisations + if vis_count >= N_VIS: + # still continue metric accumulation for full test set + pass + # --- END OF BLOCK --- # Report metrics dice_mean_c = (dice_sum / max(n_batches, 1)).detach().cpu().numpy() From 8e164471c05deb535b2fd5d76ff6a7ab98e0fd5d Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 09:44:49 +1000 Subject: [PATCH 37/88] Implemented preview grid generation for saved overlays --- recognition/oasis2d_unet_45807321/predict.py | 18 +++++++++++++++++- 1 file changed, 17 insertions(+), 1 deletion(-) diff --git a/recognition/oasis2d_unet_45807321/predict.py b/recognition/oasis2d_unet_45807321/predict.py index cfb79bd00..f8ded76a3 100644 --- a/recognition/oasis2d_unet_45807321/predict.py +++ b/recognition/oasis2d_unet_45807321/predict.py @@ -194,7 +194,23 @@ def main() -> None: ) print(f"Mean Dice: {dice_mean:.3f}") - # (Preview grid logic to be added here) + # Quick preview grid (uses last N_VIS saved overlays + GT/pred/input for the last batch portion) + if saved_paths: + fig, axes = plt.subplots( + nrows=min(N_VIS, 8), ncols=1, figsize=(6, 3 * min(N_VIS, 8)) + ) + if not isinstance(axes, np.ndarray): + axes = np.array([axes]) + for ax, p in zip(axes, saved_paths[: len(axes)]): + ax.imshow(plt.imread(p)) + ax.set_title(p.name) + ax.axis("off") + preview_path = PRED_DIR / "preview_overlays.png" + fig.tight_layout() + fig.savefig(preview_path, dpi=150) + plt.close(fig) + print(f"Saved {len(saved_paths)} sample overlays to: {PRED_DIR}") + print(f"Preview grid: {preview_path}") if __name__ == "__main__": From 476745c56002d4525e0c6a4fb33288bea9147e3f Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:02:17 +1000 Subject: [PATCH 38/88] Allows the user to input a seed value of their choosing, or just uses a default seed if no command line argument is provided --- recognition/oasis2d_unet_45807321/predict.py | 54 +++++++++++++------- 1 file changed, 35 insertions(+), 19 deletions(-) diff --git a/recognition/oasis2d_unet_45807321/predict.py b/recognition/oasis2d_unet_45807321/predict.py index f8ded76a3..3651a0703 100644 --- a/recognition/oasis2d_unet_45807321/predict.py +++ b/recognition/oasis2d_unet_45807321/predict.py @@ -1,10 +1,11 @@ # predict.py -# Inference + visualisation for OASIS 2D segmentation (Improved U-Net) +# Inference + visualisation for HipMRI 2D segmentation (Improved U-Net) from __future__ import annotations import os from pathlib import Path from typing import Tuple, List +import argparse import torch import matplotlib.pyplot as plt @@ -13,7 +14,7 @@ from dataset import make_loaders from modules import create_model from utils import ( - oasis_mask_to_class_ids, + # oasis_mask_to_class_ids, # No longer needed dice_per_class_from_logits, set_seed, to_device, @@ -23,10 +24,9 @@ # --------------------------- # Config # --------------------------- -SEED = 42 -NUM_CLASSES = 4 +SEED = 42 +NUM_CLASSES = 6 IN_CHANNELS = 1 -P_DROP = 0.0 OUTDIR = Path("./outputs") PRED_DIR = OUTDIR / "predictions" @@ -48,7 +48,7 @@ def _ensure_dir(p: Path) -> None: def colorize(mask_ids: np.ndarray) -> np.ndarray: """ Colorize class-id mask to RGB for saving/plotting. - Simple palette: background + 3 tissues. + Simple palette: background + 5 tissues. """ palette = np.array( [ @@ -56,6 +56,8 @@ def colorize(mask_ids: np.ndarray) -> np.ndarray: [0, 114, 189], # 1: blue [217, 83, 25], # 2: orange [237, 177, 32], # 3: yellow + [126, 47, 142], # 4: purple (NEW) + [119, 172, 48], # 5: green (NEW) ], dtype=np.uint8, ) @@ -71,10 +73,11 @@ def tensor_to_uint8_img(x: torch.Tensor) -> np.ndarray: x = x.detach().cpu().float() if x.ndim == 3 and x.size(0) == 1: x = x[0] - # Try to map from [-1,1] to [0,1] if necessary + # Try to map from z-score [-1,1] to [0,1] if necessary x_min, x_max = float(x.min()), float(x.max()) - if x_min < 0.0 or x_max > 1.0: - x = (x + 1.0) / 2.0 + if x_min < -0.1 or x_max > 1.1: # Broadened range for z-score + # Assumes z-score norm, map roughly -2..2 to 0..1 + x = (x + 2.0) / 4.0 x = torch.clamp(x, 0.0, 1.0) return (x.numpy() * 255.0).astype(np.uint8) @@ -97,8 +100,20 @@ def overlay( @torch.no_grad() def main() -> None: - print("==> OASIS 2D — Inference & Visualisation") - set_seed(SEED) + # --- ADDED: Argument Parser --- + parser = argparse.ArgumentParser(description="HipMRI 2D Inference") + parser.add_argument( + "--seed", type=int, default=SEED, help=f"Random seed (default: {SEED})" + ) + args = parser.parse_args() + # ------------------------------ + + print("==> HipMRI 2D — Inference & Visualisation") + + # --- MODIFIED: Use arg --- + set_seed(args.seed) + print(f"Seed: {args.seed}") + # ------------------------- device = torch.device("cuda" if torch.cuda.is_available() else "cpu") print(f"Device: {device}") @@ -110,7 +125,6 @@ def main() -> None: model = create_model( in_channels=IN_CHANNELS, num_classes=NUM_CLASSES, - p_drop=P_DROP, ).to(device) ckpt_path = CKPT_BEST if CKPT_BEST.exists() else CKPT_LAST if ckpt_path.exists(): @@ -133,22 +147,24 @@ def main() -> None: # Gather a few samples for visualisation vis_count = 0 - saved_paths: List[Path] = [] # <-- ADD THIS + saved_paths: List[Path] = [] for batch_idx, batch in enumerate(test_loader): batch = to_device(batch, device) - x, y_raw = ( + + # MODIFIED: Get masks directly. Shape is [B,1,256,128] + x, y_ids = ( batch["image"], batch["mask"], - ) # x: [B,1,256,256], y_raw: [B,256,256] with {0,85,170,255} - y_ids = oasis_mask_to_class_ids(y_raw) # -> {0,1,2,3} + ) # y_ids: [B,256,128] with {0,1,2,3,4,5} + + # y_ids = oasis_mask_to_class_ids(y_raw) # No longer needed logits = model(x) dice_c = dice_per_class_from_logits(logits, y_ids) # [C] dice_sum += dice_c n_batches += 1 - # --- ADD THIS BLOCK --- # Visualise/save a few samples from the first batches if vis_count < N_VIS: # How many to take from this batch @@ -183,7 +199,6 @@ def main() -> None: if vis_count >= N_VIS: # still continue metric accumulation for full test set pass - # --- END OF BLOCK --- # Report metrics dice_mean_c = (dice_sum / max(n_batches, 1)).detach().cpu().numpy() @@ -196,8 +211,9 @@ def main() -> None: # Quick preview grid (uses last N_VIS saved overlays + GT/pred/input for the last batch portion) if saved_paths: + # Adjusted figsize width to better fit 2:1 aspect ratio images fig, axes = plt.subplots( - nrows=min(N_VIS, 8), ncols=1, figsize=(6, 3 * min(N_VIS, 8)) + nrows=min(N_VIS, 8), ncols=1, figsize=(4, 3 * min(N_VIS, 8)) ) if not isinstance(axes, np.ndarray): axes = np.array([axes]) From 7238e0523f2ef3293ce81545f2a24be2e4f8f155 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:06:28 +1000 Subject: [PATCH 39/88] Added basic script structure with required imports, with global constants for paths for data files --- recognition/hipmri2d_unet_45807321/dataset.py | 68 +++++++++++++++++++ 1 file changed, 68 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/dataset.py b/recognition/hipmri2d_unet_45807321/dataset.py index e69de29bb..a004ebb44 100644 --- a/recognition/hipmri2d_unet_45807321/dataset.py +++ b/recognition/hipmri2d_unet_45807321/dataset.py @@ -0,0 +1,68 @@ +# dataset.py +# HipMRI_Study_open 2D dataloader: +# - auto-locates ./HipMRI_Study_open next to this file +# - pairs image slices (case_...) with masks (seg_...) via a canonical key +# - loads 2D Nifti slices using z-score normalization +# - applies simple train-time geometric augmentation +# - returns PyTorch DataLoaders for train/val/test + +from __future__ import annotations +import os +import random +from pathlib import Path +from typing import List, Optional, Tuple, Dict + +import numpy as np +import torch +from torch.utils.data import Dataset, DataLoader +from torchvision.transforms import functional as F +import nibabel as nib # Added for Nifti loading +from tqdm import tqdm # Import tqdm for progress bar + +# --------------------------- +# Defaults / config +# --------------------------- +THIS_DIR = Path(__file__).resolve().parent +DEFAULT_DATA_ROOT = THIS_DIR / "HipMRI_Study_open" +DEFAULT_IMG_SIZE = None +DEFAULT_BATCH_SIZE = 64 +DEFAULT_NUM_WORKERS = 1 +# DEFAULT_NORMALIZE_MEANSTD = (0.5, 0.5) # No longer needed, using z-score + +# --------------------------- +# Simple helpers +# --------------------------- + + +def _canonical_key(p: Path) -> str: + """ + Standardize filenames so image/mask match on the same key. + Example: + 'case_001_slice_0.nii.gz' -> '001_slice_0' + 'seg_001-slice_0.nii.gz' -> '001_slice_0' + """ + name = p.stem.lower() + if ".nii" in name: # Handle double extensions like .nii.gz + name = Path(name).stem + + if name.startswith("case_"): + name = name[len("case_") :] + elif name.startswith("seg_"): + name = name[len("seg_") :] + name = name.replace("-", "_") # unify separators + return name + + +class HipMRI2DSegDataset(Dataset): + """ + Dataset for HipMRI 2D Nifti slices. + + Expected folder layout inside ./HipMRI_Study_open: + keras_slices_train/ + keras_slices_validate/ + keras_slices_test/ + keras_slices_seg_train/ + keras_slices_seg_validate/ + keras_slices_seg_test/ + """ + pass # To be implemented \ No newline at end of file From b28a51d8e3bd2364428937ea8e0b8fa100a46664 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:07:59 +1000 Subject: [PATCH 40/88] Implemented constructor to the load hip dataset, in addition paired images and mask together using the earlier created canonical key function --- recognition/hipmri2d_unet_45807321/dataset.py | 74 ++++++++++++++++++- 1 file changed, 72 insertions(+), 2 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/dataset.py b/recognition/hipmri2d_unet_45807321/dataset.py index a004ebb44..cc23b5164 100644 --- a/recognition/hipmri2d_unet_45807321/dataset.py +++ b/recognition/hipmri2d_unet_45807321/dataset.py @@ -27,7 +27,6 @@ DEFAULT_IMG_SIZE = None DEFAULT_BATCH_SIZE = 64 DEFAULT_NUM_WORKERS = 1 -# DEFAULT_NORMALIZE_MEANSTD = (0.5, 0.5) # No longer needed, using z-score # --------------------------- # Simple helpers @@ -65,4 +64,75 @@ class HipMRI2DSegDataset(Dataset): keras_slices_seg_validate/ keras_slices_seg_test/ """ - pass # To be implemented \ No newline at end of file + + def __init__( + self, + data_root: Path = DEFAULT_DATA_ROOT, + split: str = "train", + # normalize_meanstd: Optional[Tuple[float, float]] = None, # Removed + train_augment: bool = False, + max_rot_deg: float = 10.0, + ): + super().__init__() + self.data_root = Path(data_root) + assert split in {"train", "validate", "test"} # enforce valid split names + self.split = split + # self.normalize_meanstd = normalize_meanstd # Removed + + # Locate image/mask directories by split + img_dir = ( + self.data_root + / f"keras_slices_{'validate' if split=='validate' else split}" + ) + seg_dir = ( + self.data_root + / f"keras_slices_seg_{'validate' if split=='validate' else split}" + ) + if not (img_dir.exists() and seg_dir.exists()): + raise FileNotFoundError( + f"Missing expected HipMRI_Study_open folders:\n{img_dir}\n{seg_dir}" + ) + + # List files and build a mask index keyed by canonical names + images = sorted( + [p for p in img_dir.iterdir() if p.is_file() and ".nii" in p.name] + ) + masks = sorted( + [p for p in seg_dir.iterdir() if p.is_file() and ".nii" in p.name] + ) + mask_index: Dict[str, Path] = {_canonical_key(m): m for m in masks} + + # Pair image with mask via canonical key + pairs: List[Tuple[Path, Path]] = [] + missing: List[str] = [] + for ip in images: + key = _canonical_key(ip) + mp = mask_index.get(key) + if mp is not None: + pairs.append((ip, mp)) + else: + missing.append(f"{ip.name} (key: {key})") + + if not pairs: + raise RuntimeError( + "No image/mask pairs found. Check prefixes or directory names.\n" + f"Example image: {images[0].name if images else 'None'}\n" + f"Example mask : {masks[0].name if masks else 'None'}" + ) + if missing: + print( + f"[HipMRI] {len(missing)} images had no mask match (showing first 5): {missing[:5]}" + ) + + self.pairs = pairs + self.augment = None # Placeholder for now + + def __len__(self): + """Number of paired samples.""" + return len(self.pairs) + + # --- _normalize method removed --- + + def __getitem__(self, idx: int): + """Load one (image, mask) pair; apply augments and preprocessing.""" + pass # To be implemented From 98459de4479ca9b37cb92333637b73338e7ea093 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:11:06 +1000 Subject: [PATCH 41/88] Added loading of nifti files, normalizing image and coverting to tensors from numpy and any bigger images than expected --- recognition/hipmri2d_unet_45807321/dataset.py | 55 ++++++++++++++++++- 1 file changed, 54 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/dataset.py b/recognition/hipmri2d_unet_45807321/dataset.py index cc23b5164..c73d34899 100644 --- a/recognition/hipmri2d_unet_45807321/dataset.py +++ b/recognition/hipmri2d_unet_45807321/dataset.py @@ -135,4 +135,57 @@ def __len__(self): def __getitem__(self, idx: int): """Load one (image, mask) pair; apply augments and preprocessing.""" - pass # To be implemented + img_path, mask_path = self.pairs[idx] + + # --- MODIFIED: Load Nifti files using logic from load_data_2D --- + + # Load image + img = nib.load(img_path).get_fdata(caching="unchanged") + if len(img.shape) == 3: + img = img[:, :, 0] # Take first slice + img = img.astype(np.float32) + + # Load mask + mask = nib.load(mask_path).get_fdata(caching="unchanged") + if len(mask.shape) == 3: + mask = mask[:, :, 0] # Take first slice + + # Apply per-image z-score normalization (from load_data_2D) + mean = img.mean() + std = img.std() + img = (img - mean) / (std + 1e-8) # Add epsilon for safety + + # Convert to Tensors + # Add channel dim to image: [H,W] -> [1,H,W] + img_t = torch.from_numpy(img)[None, ...] + # Mask should be LongTensor: [H,W] + mask_t = torch.from_numpy(mask.astype(np.int64)) + + # --- Data already contains labels [0, 1, 2, 3, 4, 5] --- + + # --- MODIFIED: Robust center-crop to (256, 128) --- + # This handles (256, 144), etc. + target_h, target_w = 256, 128 + _, current_h, current_w = img_t.shape + + if current_h == target_h and current_w > target_w: + # Image is correct height but too wide. Center-crop width. + crop_pixels = current_w - target_w + start_w = crop_pixels // 2 + end_w = start_w + target_w + + img_t = img_t[:, :, start_w:end_w] + mask_t = mask_t[:, start_w:end_w] + + # Apply augmentation (now on Tensors) + if self.augment: + img_t, mask_t = self.augment(img_t, mask_t) + + # self._normalize(img_t) call removed + + return { + "image": img_t, + "mask": mask_t, + "image_path": str(img_path), + "mask_path": str(mask_path), + } From 66e06faf0134c1ab14f62a029e89fd32b9006afe Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:12:28 +1000 Subject: [PATCH 42/88] Addded class to randomly flip and rotate both the image and mask --- recognition/hipmri2d_unet_45807321/dataset.py | 43 ++++++++++++++++++- 1 file changed, 42 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/dataset.py b/recognition/hipmri2d_unet_45807321/dataset.py index c73d34899..bf808b279 100644 --- a/recognition/hipmri2d_unet_45807321/dataset.py +++ b/recognition/hipmri2d_unet_45807321/dataset.py @@ -52,6 +52,43 @@ def _canonical_key(p: Path) -> str: return name +class RandomAugment2D: + """Apply identical random flips/rotation to image and mask (train only).""" + + def __init__( + self, max_rot_deg: float = 10.0, p_hflip: float = 0.5, p_vflip: float = 0.5 + ): + self.max_rot_deg = max_rot_deg + self.p_hflip = p_hflip + self.p_vflip = p_vflip + + def __call__(self, img: torch.Tensor, mask: torch.Tensor): + # Add channel dim to mask for transforms [H,W] -> [1,H,W] + mask = mask[None, ...] + + # Horizontal flip + if random.random() < self.p_hflip: + img = F.hflip(img) + mask = F.hflip(mask) + # Vertical flip + if random.random() < self.p_vflip: + img = F.vflip(img) + mask = F.vflip(mask) + # Small random rotation; bilinear for image, nearest for mask (to preserve labels) + if self.max_rot_deg > 0: + angle = random.uniform(-self.max_rot_deg, self.max_rot_deg) + img = F.rotate( + img, angle, interpolation=F.InterpolationMode.BILINEAR, fill=0 + ) + # --- FIX 1: Corrected typo InterpolATIONMode -> InterpolationMode --- + mask = F.rotate( + mask, angle, interpolation=F.InterpolationMode.NEAREST, fill=0 + ) + + # Remove channel dim from mask [1,H,W] -> [H,W] + return img, mask.squeeze(0) + + class HipMRI2DSegDataset(Dataset): """ Dataset for HipMRI 2D Nifti slices. @@ -125,7 +162,11 @@ def __init__( ) self.pairs = pairs - self.augment = None # Placeholder for now + self.augment = ( + RandomAugment2D(max_rot_deg=max_rot_deg) + if train_augment and split == "train" + else None + ) def __len__(self): """Number of paired samples.""" From 0e48714098ea7314a4697f4a16cca6fa99eedb9a Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:13:18 +1000 Subject: [PATCH 43/88] Implemented a function that would simply the creation of the data loaders for all train, test and validation --- recognition/hipmri2d_unet_45807321/dataset.py | 39 +++++++++++++++++++ 1 file changed, 39 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/dataset.py b/recognition/hipmri2d_unet_45807321/dataset.py index bf808b279..e646ad174 100644 --- a/recognition/hipmri2d_unet_45807321/dataset.py +++ b/recognition/hipmri2d_unet_45807321/dataset.py @@ -230,3 +230,42 @@ def __getitem__(self, idx: int): "image_path": str(img_path), "mask_path": str(mask_path), } + + +def make_loaders( + data_root: Path = DEFAULT_DATA_ROOT, + batch_size: int = DEFAULT_BATCH_SIZE, + num_workers: int = DEFAULT_NUM_WORKERS, + # normalize_meanstd: Optional[Tuple[float, float]] = None, # Removed +): + """ + Convenience factory: returns (train_loader, val_loader, test_loader). + - Shuffles only the training loader. + - Leaves val/test deterministic. + """ + train_ds = HipMRI2DSegDataset(data_root, "train", train_augment=True) + val_ds = HipMRI2DSegDataset(data_root, "validate") + test_ds = HipMRI2DSegDataset(data_root, "test") + + train_loader = DataLoader( + train_ds, + batch_size=batch_size, + shuffle=True, + num_workers=num_workers, + pin_memory=True, + ) + val_loader = DataLoader( + val_ds, + batch_size=batch_size, + shuffle=False, + num_workers=num_workers, + pin_memory=True, + ) + test_loader = DataLoader( + test_ds, + batch_size=batch_size, + shuffle=False, + num_workers=num_workers, + pin_memory=True, + ) + return train_loader, val_loader, test_loader From ffa98a8295f26e30c774c491bf16c917aae3608c Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:14:07 +1000 Subject: [PATCH 44/88] Implemented final check to ensure the images have been correctly loaded, testing the size of each image in all of the loaders --- recognition/hipmri2d_unet_45807321/dataset.py | 80 +++++++++++++++++++ 1 file changed, 80 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/dataset.py b/recognition/hipmri2d_unet_45807321/dataset.py index e646ad174..076a9068d 100644 --- a/recognition/hipmri2d_unet_45807321/dataset.py +++ b/recognition/hipmri2d_unet_45807321/dataset.py @@ -269,3 +269,83 @@ def make_loaders( pin_memory=True, ) return train_loader, val_loader, test_loader + + +if __name__ == "__main__": + # --- MODIFIED: Main block for shape and MASK VALUE verification --- + print(f"[HipMRI] Using data_root: {DEFAULT_DATA_ROOT}") + print("Running dataset shape verification...") + + all_shapes = set() + all_mask_values = set() # Check mask values + + def check_dataset_shapes(name: str, dataset: HipMRI2DSegDataset): + print(f"\nChecking dataset: {name} ({len(dataset)} samples)") + shapes = set() + mask_vals = set() + + # Wrap dataset iteration with tqdm for a progress bar + for i in tqdm(range(len(dataset)), desc=f"Scanning {name}"): + try: + # Use __getitem__ to load and process the data + sample = dataset[i] + img_shape = tuple(sample["image"].shape[1:]) # (H, W) + mask_shape = tuple(sample["mask"].shape) # (H, W) + + # Check mask values AFTER processing + mask_vals.update(torch.unique(sample["mask"]).numpy().tolist()) + + current_shape = img_shape + + if img_shape != mask_shape: + print( + f" WARNING: Mismatch! Img {dataset.pairs[i][0].name} is {img_shape}, Mask {dataset.pairs[i][1].name} is {mask_shape}" + ) + + shapes.add(current_shape) + + except Exception as e: + print(f" ERROR loading sample {i} ({dataset.pairs[i][0].name}): {e}") + + print(f"-> Found unique (H, W) shapes for {name}: {shapes}") + print(f"-> Found unique mask values for {name}: {sorted(list(mask_vals))}") + return shapes, mask_vals + + # Instantiate datasets + try: + train_ds = HipMRI2DSegDataset(DEFAULT_DATA_ROOT, "train") + val_ds = HipMRI2DSegDataset(DEFAULT_DATA_ROOT, "validate") + test_ds = HipMRI2DSegDataset(DEFAULT_DATA_ROOT, "test") + + train_shapes, train_mask_vals = check_dataset_shapes("train", train_ds) + val_shapes, val_mask_vals = check_dataset_shapes("validate", val_ds) + test_shapes, test_mask_vals = check_dataset_shapes("test", test_ds) + + all_shapes.update(train_shapes) + all_shapes.update(val_shapes) + all_shapes.update(test_shapes) + + all_mask_values.update(train_mask_vals) + all_mask_values.update(val_mask_vals) + all_mask_values.update(test_mask_vals) + + print("\n========================================") + print(f"All unique (H, W) shapes found: {all_shapes}") + print(f"All unique mask values found: {sorted(list(all_mask_values))}") + + # MODIFIED: Changed confirmation message to 256x128 + if len(all_shapes) == 1 and (256, 128) in all_shapes: + print("Confirmation: All images are 256x128.") + else: + print("WARNING: Not all images are 256x128 or multiple sizes found.") + + # --- FIX 3: Updated check for 6 classes --- + if all(v in [0, 1, 2, 3, 4, 5] for v in all_mask_values): + print("Confirmation: All mask values are valid (0, 1, 2, 3, 4, 5).") + else: + print("WARNING: Invalid mask values found! Check the list above.") + print("========================================") + + except Exception as e: + print(f"\nFailed to initialize dataset. Check paths and folder names.") + print(f"Error: {e}") From 3ca96f52df294109bff7c82113d35a4d36ca6124 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:17:55 +1000 Subject: [PATCH 45/88] Added basic script layout with imports and a helper function for weight initialization that will allow for more stable training --- recognition/hipmri2d_unet_45807321/dataset.py | 3 +- recognition/hipmri2d_unet_45807321/modules.py | 30 +++++++++++++++++++ 2 files changed, 31 insertions(+), 2 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/dataset.py b/recognition/hipmri2d_unet_45807321/dataset.py index 076a9068d..81e0f2a76 100644 --- a/recognition/hipmri2d_unet_45807321/dataset.py +++ b/recognition/hipmri2d_unet_45807321/dataset.py @@ -7,10 +7,9 @@ # - returns PyTorch DataLoaders for train/val/test from __future__ import annotations -import os import random from pathlib import Path -from typing import List, Optional, Tuple, Dict +from typing import List, Tuple, Dict import numpy as np import torch diff --git a/recognition/hipmri2d_unet_45807321/modules.py b/recognition/hipmri2d_unet_45807321/modules.py index e69de29bb..69f44f10a 100644 --- a/recognition/hipmri2d_unet_45807321/modules.py +++ b/recognition/hipmri2d_unet_45807321/modules.py @@ -0,0 +1,30 @@ +# modules.py +# U-Net 2D model based on the provided diagram for HipMRI slices (256x128). +# Returns per-pixel logits [B, C, H, W] (no softmax in the model). + +from __future__ import annotations +import torch +import torch.nn as nn +import torch.nn.functional as F # Added for potential future use, though not strictly in this model for now + +__all__ = [ + "ImprovedUNet", # Renamed to keep consistent with train.py, but it's the new arch + "create_model", + "count_params", + "init_kaiming_normal_", # Retaining for good practice +] + + +# Helper function for weight initialization +def init_kaiming_normal_(m: nn.Module) -> None: + """ + He (Kaiming) init for conv/convtranspose; BatchNorm gamma=1, beta=0. + Call with model.apply(init_kaiming_normal_). + """ + if isinstance(m, (nn.Conv2d, nn.ConvTranspose2d)): + nn.init.kaiming_normal_(m.weight, nonlinearity="relu") + if getattr(m, "bias", None) is not None: + nn.init.zeros_(m.bias) + elif isinstance(m, nn.BatchNorm2d): + nn.init.ones_(m.weight) + nn.init.zeros_(m.bias) From d429fa6dd68ded6133b317f1a307237e5bc70aad Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:18:56 +1000 Subject: [PATCH 46/88] Implemented the core unet building blocks using the research paper referenced in the assignment specification sheet as a guide --- recognition/hipmri2d_unet_45807321/modules.py | 86 +++++++++++++++++++ 1 file changed, 86 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/modules.py b/recognition/hipmri2d_unet_45807321/modules.py index 69f44f10a..d6399fb28 100644 --- a/recognition/hipmri2d_unet_45807321/modules.py +++ b/recognition/hipmri2d_unet_45807321/modules.py @@ -28,3 +28,89 @@ def init_kaiming_normal_(m: nn.Module) -> None: elif isinstance(m, nn.BatchNorm2d): nn.init.ones_(m.weight) nn.init.zeros_(m.bias) + + +# --------------------------------------------- +# Core building blocks from the diagram +# --------------------------------------------- + + +class _ContextModule(nn.Module): + """ + Corresponds to 'context module' in the diagram. + Two 3x3 Conv2d layers, each followed by BatchNorm and ReLU. + """ + + def __init__(self, in_channels: int, out_channels: int): + super().__init__() + self.block = nn.Sequential( + nn.Conv2d(in_channels, out_channels, kernel_size=3, padding=1, bias=False), + nn.BatchNorm2d(out_channels), + nn.ReLU(inplace=True), + nn.Conv2d(out_channels, out_channels, kernel_size=3, padding=1, bias=False), + nn.BatchNorm2d(out_channels), + nn.ReLU(inplace=True), + ) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return self.block(x) + + +class _DownsamplingModule(nn.Module): + """ + Corresponds to '3x3x3 stride 2 convolution' in the diagram. + For 2D, this is a 3x3 Conv2d with stride 2. + """ + + def __init__(self, in_channels: int, out_channels: int): + super().__init__() + self.conv = nn.Sequential( + nn.Conv2d( + in_channels, + out_channels, + kernel_size=3, + stride=2, + padding=1, + bias=False, + ), + nn.BatchNorm2d(out_channels), + nn.ReLU(inplace=True), + ) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return self.conv(x) + + +class _UpsamplingModule(nn.Module): + """ + Corresponds to 'upsampling module' in the diagram. + ConvTranspose2d with kernel_size=2, stride=2. + """ + + def __init__(self, in_channels: int, out_channels: int): + super().__init__() + self.up = nn.ConvTranspose2d(in_channels, out_channels, kernel_size=2, stride=2) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return self.up(x) + + +class _LocalizationModule(nn.Module): + """ + Corresponds to 'localization module' in the diagram. + Two 3x3 Conv2d layers, each followed by ReLU. BatchNorm is typically included. + """ + + def __init__(self, in_channels: int, out_channels: int): + super().__init__() + self.block = nn.Sequential( + nn.Conv2d(in_channels, out_channels, kernel_size=3, padding=1, bias=False), + nn.BatchNorm2d(out_channels), + nn.ReLU(inplace=True), + nn.Conv2d(out_channels, out_channels, kernel_size=3, padding=1, bias=False), + nn.BatchNorm2d(out_channels), + nn.ReLU(inplace=True), + ) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return self.block(x) From ccdd834740da8e4082f32ba1fe755cc7a88d33f6 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:19:54 +1000 Subject: [PATCH 47/88] Added a 1x1 convulution layer which will be used to map feature channels to the number of classes --- recognition/hipmri2d_unet_45807321/modules.py | 13 +++++++++++++ 1 file changed, 13 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/modules.py b/recognition/hipmri2d_unet_45807321/modules.py index d6399fb28..ea71f667e 100644 --- a/recognition/hipmri2d_unet_45807321/modules.py +++ b/recognition/hipmri2d_unet_45807321/modules.py @@ -114,3 +114,16 @@ def __init__(self, in_channels: int, out_channels: int): def forward(self, x: torch.Tensor) -> torch.Tensor: return self.block(x) + +class _SegmentationLayer(nn.Module): + """ + Corresponds to 'segmentation layer' in the diagram. + A single 1x1 Conv2d. + """ + + def __init__(self, in_channels: int, out_channels: int): + super().__init__() + self.conv = nn.Conv2d(in_channels, out_channels, kernel_size=1) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + return self.conv(x) From aa029b88db5d9e792b284525a96b1ddec122e562 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:21:01 +1000 Subject: [PATCH 48/88] Assembles the previously created components into a full encoder-decoder architecture --- recognition/hipmri2d_unet_45807321/modules.py | 74 +++++++++++++++++++ 1 file changed, 74 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/modules.py b/recognition/hipmri2d_unet_45807321/modules.py index ea71f667e..87d817bca 100644 --- a/recognition/hipmri2d_unet_45807321/modules.py +++ b/recognition/hipmri2d_unet_45807321/modules.py @@ -115,6 +115,7 @@ def __init__(self, in_channels: int, out_channels: int): def forward(self, x: torch.Tensor) -> torch.Tensor: return self.block(x) + class _SegmentationLayer(nn.Module): """ Corresponds to 'segmentation layer' in the diagram. @@ -127,3 +128,76 @@ def __init__(self, in_channels: int, out_channels: int): def forward(self, x: torch.Tensor) -> torch.Tensor: return self.conv(x) + + +# --------------------------------------------- +# The U-Net Model +# --------------------------------------------- + + +class ImprovedUNet(nn.Module): # Keeping the name ImprovedUNet for compatibility + """ + U-Net-style encoder–decoder with skip connections, based on the provided diagram. + + Architecture: + - Encoder: Uses 'context modules' and '3x3 stride 2 convolutions' for downsampling. + - Bottleneck: A 'context module'. + - Decoder: Uses 'upsampling modules' and 'localization modules' with skip concatenations. + - Segmentation Layers: 1x1 convolutions at the end of each decoder stage and final output. + + Notes: + - Designed for 1-channel 256x128 inputs. + - Output logits are returned without activation; apply softmax in loss/metrics if needed. + """ + + def __init__(self, in_channels: int = 1, num_classes: int = 6): + super().__init__() + + # Encoder Path + self.context1 = _ContextModule(in_channels, 16) + self.down1 = _DownsamplingModule(16, 32) + + self.context2 = _ContextModule(32, 32) + self.down2 = _DownsamplingModule(32, 64) + + self.context3 = _ContextModule(64, 64) + self.down3 = _DownsamplingModule(64, 128) + + self.context4 = _ContextModule(128, 128) + self.down4 = _DownsamplingModule(128, 256) + + # Bottleneck (deepest context module) + self.bottleneck = _ContextModule(256, 256) + + # Decoder Path + self.up4 = _UpsamplingModule(256, 128) + self.loc4 = _LocalizationModule( + 128 + 128, 128 + ) # Concatenates upsampled with context4 output + self.seg4 = _SegmentationLayer(128, num_classes) + + self.up3 = _UpsamplingModule(128, 64) + self.loc3 = _LocalizationModule( + 64 + 64, 64 + ) # Concatenates upsampled with context3 output + self.seg3 = _SegmentationLayer(64, num_classes) + + self.up2 = _UpsamplingModule(64, 32) + self.loc2 = _LocalizationModule( + 32 + 32, 32 + ) # Concatenates upsampled with context2 output + self.seg2 = _SegmentationLayer(32, num_classes) + + self.up1 = _UpsamplingModule(32, 16) + self.loc1 = _LocalizationModule( + 16 + 16, 16 + ) # Concatenates upsampled with context1 output + + # Final output segmentation layer + self.final_seg_layer = _SegmentationLayer(16, num_classes) + + # Apply Kaiming initialization + self.apply(init_kaiming_normal_) + + def forward(self, x: torch.Tensor) -> torch.Tensor: + pass # To be implemented From f04676613822405b4a7f1f0742c66933099f2371 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:21:53 +1000 Subject: [PATCH 49/88] Implemented the logic for the forward pass which will allow for the model to skip connections --- recognition/hipmri2d_unet_45807321/modules.py | 58 ++++++++++++++++++- 1 file changed, 57 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/modules.py b/recognition/hipmri2d_unet_45807321/modules.py index 87d817bca..4399e1668 100644 --- a/recognition/hipmri2d_unet_45807321/modules.py +++ b/recognition/hipmri2d_unet_45807321/modules.py @@ -200,4 +200,60 @@ def __init__(self, in_channels: int = 1, num_classes: int = 6): self.apply(init_kaiming_normal_) def forward(self, x: torch.Tensor) -> torch.Tensor: - pass # To be implemented + # Encoder + # Level 1 + x_c1 = self.context1(x) # [B, 16, H, W] + x_d1 = self.down1(x_c1) # [B, 32, H/2, W/2] + + # Level 2 + x_c2 = self.context2(x_d1) # [B, 32, H/2, W/2] + x_d2 = self.down2(x_c2) # [B, 64, H/4, W/4] + + # Level 3 + x_c3 = self.context3(x_d2) # [B, 64, H/4, W/4] + x_d3 = self.down3(x_c3) # [B, 128, H/8, W/8] + + # Level 4 + x_c4 = self.context4(x_d3) # [B, 128, H/8, W/8] + x_d4 = self.down4(x_c4) # [B, 256, H/16, W/16] + + # Bottleneck + x_bottleneck = self.bottleneck(x_d4) # [B, 256, H/16, W/16] + + # Decoder + # Level 4 (decoding from bottleneck) + x_up4 = self.up4(x_bottleneck) # [B, 128, H/8, W/8] + x_cat4 = torch.cat([x_up4, x_c4], dim=1) # [B, 256, H/8, W/8] + x_loc4 = self.loc4(x_cat4) # [B, 128, H/8, W/8] + s4 = self.seg4(x_loc4) # [B, num_classes, H/8, W/8] + + # Level 3 + x_up3 = self.up3(x_loc4) # [B, 64, H/4, W/4] + x_cat3 = torch.cat([x_up3, x_c3], dim=1) # [B, 128, H/4, W/4] + x_loc3 = self.loc3(x_cat3) # [B, 64, H/4, W/4] + s3 = self.seg3(x_loc3) # [B, num_classes, H/4, W/4] + + # Level 2 + x_up2 = self.up2(x_loc3) # [B, 32, H/2, W/2] + x_cat2 = torch.cat([x_up2, x_c2], dim=1) # [B, 64, H/2, W/2] + x_loc2 = self.loc2(x_cat2) # [B, 32, H/2, W/2] + s2 = self.seg2(x_loc2) # [B, num_classes, H/2, W/2] + + # Level 1 + x_up1 = self.up1(x_loc2) # [B, 16, H, W] + x_cat1 = torch.cat([x_up1, x_c1], dim=1) # [B, 32, H, W] + x_loc1 = self.loc1(x_cat1) # [B, 16, H, W] + + # Final segmentation layer + s1 = self.final_seg_layer(x_loc1) # [B, num_classes, H, W] + + # Element-wise sum of segmentation layers (after upscaling s4, s3, s2 to s1's size) + # Note: F.interpolate is used for upscaling + output = ( + s1 + + F.interpolate(s2, scale_factor=2, mode="bilinear", align_corners=False) + + F.interpolate(s3, scale_factor=4, mode="bilinear", align_corners=False) + + F.interpolate(s4, scale_factor=8, mode="bilinear", align_corners=False) + ) + + return output From 0fe90033959df7da64b050d859db82598e7a4de4 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:22:43 +1000 Subject: [PATCH 50/88] Implemented helper function that will allow for easy implementation of the model when called in train.py --- recognition/hipmri2d_unet_45807321/modules.py | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/modules.py b/recognition/hipmri2d_unet_45807321/modules.py index 4399e1668..b3babbf0c 100644 --- a/recognition/hipmri2d_unet_45807321/modules.py +++ b/recognition/hipmri2d_unet_45807321/modules.py @@ -257,3 +257,21 @@ def forward(self, x: torch.Tensor) -> torch.Tensor: ) return output + + +# ----------------------------------------------------------------- +# --- Factory and Parameter Counter (for compatibility) --- +# ----------------------------------------------------------------- + + +def create_model( + in_channels: int = 1, + num_classes: int = 6, # Removed base and p_drop as they are not used by this architecture +) -> ImprovedUNet: + """Factory for quick construction (useful in train.py).""" + return ImprovedUNet(in_channels=in_channels, num_classes=num_classes) + + +def count_params(model: nn.Module) -> int: + """Return the number of trainable parameters (for logs/README).""" + return sum(p.numel() for p in model.parameters() if p.requires_grad) From 1d5fcb0f7091c8c8595237db3fccadb4ae57b088 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:23:11 +1000 Subject: [PATCH 51/88] Just added a check to make sure the UNET model has the same output as what is expected. --- recognition/hipmri2d_unet_45807321/modules.py | 22 +++++++++++++++++++ 1 file changed, 22 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/modules.py b/recognition/hipmri2d_unet_45807321/modules.py index b3babbf0c..f20b020b0 100644 --- a/recognition/hipmri2d_unet_45807321/modules.py +++ b/recognition/hipmri2d_unet_45807321/modules.py @@ -275,3 +275,25 @@ def create_model( def count_params(model: nn.Module) -> int: """Return the number of trainable parameters (for logs/README).""" return sum(p.numel() for p in model.parameters() if p.requires_grad) +# ----------------------------------------------------------------- +# --- Sanity Check --- +# ----------------------------------------------------------------- + +if __name__ == "__main__": + print("Testing the U-Net model based on diagram (2D adaptation)...") + net = create_model(in_channels=1, num_classes=6) + + # Test with 256x128 input + x = torch.randn(2, 1, 256, 128) # Batch size 2, 1 channel, 256x128 + print(f"Input shape: {x.shape}") + y = net(x) + + # Expected output shape: (batch_size, num_classes, 256, 128) + print(f"Output shape: {tuple(y.shape)}") + print(f"Model params: {count_params(net):,}") + + expected_output_shape = (2, 6, 256, 128) + assert ( + tuple(y.shape) == expected_output_shape + ), f"Output shape mismatch! Expected {expected_output_shape}, got {tuple(y.shape)}" + print("Output shape is correct!") \ No newline at end of file From 290700407bf5c7ac06b61101c56a08fab2d496c9 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:24:58 +1000 Subject: [PATCH 52/88] Added inital structure to script and basic set_seed() function that will allow us to replicated results from model --- recognition/hipmri2d_unet_45807321/utils.py | 27 +++++++++++++++++++++ 1 file changed, 27 insertions(+) create mode 100644 recognition/hipmri2d_unet_45807321/utils.py diff --git a/recognition/hipmri2d_unet_45807321/utils.py b/recognition/hipmri2d_unet_45807321/utils.py new file mode 100644 index 000000000..b7a5312e6 --- /dev/null +++ b/recognition/hipmri2d_unet_45807321/utils.py @@ -0,0 +1,27 @@ +# utils.py +# Small utilities for training: one-hot, Dice metrics/loss, meters, seeding, checkpoints. + +from __future__ import annotations +import os +import random +from dataclasses import dataclass +from typing import Dict, Iterable, Tuple + +import numpy as np +import torch +import torch.nn.functional as F + + +# --------------------------- +# Reproducibility +# --------------------------- + + +def set_seed(seed: int = 42) -> None: + """Set RNG seeds for Python, NumPy, and PyTorch.""" + random.seed(seed) + np.random.seed(seed) + torch.manual_seed(seed) + torch.cuda.manual_seed_all(seed) # no-op if CUDA not available + torch.backends.cudnn.deterministic = True + torch.backends.cudnn.benchmark = False \ No newline at end of file From 875af00f83e0f3b43a441d4a988075294af6f739 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:25:48 +1000 Subject: [PATCH 53/88] Added helper functions that will allow us to move the tensors to the assigned device and one hot encoded the intergers --- recognition/hipmri2d_unet_45807321/utils.py | 29 ++++++++++++++++++++- 1 file changed, 28 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/utils.py b/recognition/hipmri2d_unet_45807321/utils.py index b7a5312e6..8f1f7d2b0 100644 --- a/recognition/hipmri2d_unet_45807321/utils.py +++ b/recognition/hipmri2d_unet_45807321/utils.py @@ -24,4 +24,31 @@ def set_seed(seed: int = 42) -> None: torch.manual_seed(seed) torch.cuda.manual_seed_all(seed) # no-op if CUDA not available torch.backends.cudnn.deterministic = True - torch.backends.cudnn.benchmark = False \ No newline at end of file + torch.backends.cudnn.benchmark = False + # --------------------------- + + +# Tensor helpers +# --------------------------- + + +def to_device( + batch: Dict[str, torch.Tensor], device: torch.device +) -> Dict[str, torch.Tensor]: + """Move a dict of tensors (e.g., from dataset) to device.""" + out = {} + for k, v in batch.items(): + if isinstance(v, torch.Tensor): + out[k] = v.to(device, non_blocking=True) + else: + out[k] = v + return out + + +def labels_to_onehot(y: torch.Tensor, num_classes: int) -> torch.Tensor: + """ + Convert integer labels [B,H,W] -> one-hot [B,C,H,W]. + """ + # y expected long dtype; ensure safety. + y = y.long() + return F.one_hot(y, num_classes=num_classes).permute(0, 3, 1, 2).float() From c56b44a1e208609665b19b8a1f6b26e76be6add6 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:26:08 +1000 Subject: [PATCH 54/88] Added dice metrics and soft dice loss function --- recognition/hipmri2d_unet_45807321/utils.py | 42 +++++++++++++++++++++ 1 file changed, 42 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/utils.py b/recognition/hipmri2d_unet_45807321/utils.py index 8f1f7d2b0..2957692cb 100644 --- a/recognition/hipmri2d_unet_45807321/utils.py +++ b/recognition/hipmri2d_unet_45807321/utils.py @@ -52,3 +52,45 @@ def labels_to_onehot(y: torch.Tensor, num_classes: int) -> torch.Tensor: # y expected long dtype; ensure safety. y = y.long() return F.one_hot(y, num_classes=num_classes).permute(0, 3, 1, 2).float() + + +# --------------------------- +# Dice metrics / Dice loss +# --------------------------- + + +@torch.no_grad() +def dice_per_class_from_logits( + logits: torch.Tensor, y_true: torch.Tensor, eps: float = 1e-6 +) -> torch.Tensor: + """ + Dice per class given logits and integer labels. + - logits: [B,C,H,W] + - y_true: [B,H,W] with class ids 0..C-1 + Returns: [C] dice scores. + """ + num_classes = logits.size(1) + probs = torch.softmax(logits, dim=1) # [B,C,H,W] + y_1h = labels_to_onehot(y_true, num_classes) # [B,C,H,W] + num = 2.0 * (probs * y_1h).sum(dim=(0, 2, 3)) + den = (probs * probs).sum(dim=(0, 2, 3)) + (y_1h * y_1h).sum(dim=(0, 2, 3)) + eps + return num / den + + +def dice_loss_from_logits( + logits: torch.Tensor, y_true_1h: torch.Tensor, eps: float = 1e-6 +) -> torch.Tensor: + """ + Soft Dice loss using one-hot target. + - logits: [B,C,H,W] + - y_true_1h: [B,C,H,W] + """ + probs = torch.softmax(logits, dim=1) + num = 2.0 * (probs * y_true_1h).sum(dim=(0, 2, 3)) + den = ( + (probs * probs).sum(dim=(0, 2, 3)) + + (y_true_1h * y_true_1h).sum(dim=(0, 2, 3)) + + eps + ) + dice = num / den + return 1.0 - dice.mean() From 41bf2a9683c17321786caf0d2d7d3526a1349c6b Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:26:49 +1000 Subject: [PATCH 55/88] Added combined CEDice class that combines the previously created function into a single function --- recognition/hipmri2d_unet_45807321/utils.py | 34 +++++++++++++++++++++ 1 file changed, 34 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/utils.py b/recognition/hipmri2d_unet_45807321/utils.py index 2957692cb..e321c5fd2 100644 --- a/recognition/hipmri2d_unet_45807321/utils.py +++ b/recognition/hipmri2d_unet_45807321/utils.py @@ -94,3 +94,37 @@ def dice_loss_from_logits( ) dice = num / den return 1.0 - dice.mean() +# --------------------------- +# Combined loss (CE + Dice) +# --------------------------- + + +class CEDiceLoss(torch.nn.Module): + """ + CE + Dice combined loss. + - alpha_ce: weight for CrossEntropy + - alpha_dice: weight for Dice (targets one-hot internally) + """ + + def __init__( + self, + num_classes: int, + alpha_ce: float = 0.5, + alpha_dice: float = 0.5, + ignore_index: int | None = None, + ): + super().__init__() + self.num_classes = num_classes + self.alpha_ce = alpha_ce + self.alpha_dice = alpha_dice + self.ignore_index = ignore_index + + def forward(self, logits: torch.Tensor, y_true: torch.Tensor) -> torch.Tensor: + # y_true expected as class ids [B,H,W] + if self.ignore_index is None: + loss_ce = F.cross_entropy(logits, y_true) + else: + loss_ce = F.cross_entropy(logits, y_true, ignore_index=self.ignore_index) + y_1h = labels_to_onehot(y_true, num_classes=self.num_classes) + loss_dice = dice_loss_from_logits(logits, y_1h) + return self.alpha_ce * loss_ce + self.alpha_dice * loss_dice \ No newline at end of file From 324d4b850cb32f007258dce102649936c57fe0c9 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:27:37 +1000 Subject: [PATCH 56/88] Added a class to keep a meter to track the running statistics of the model --- recognition/hipmri2d_unet_45807321/utils.py | 23 ++++++++++++++++++++- 1 file changed, 22 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/utils.py b/recognition/hipmri2d_unet_45807321/utils.py index e321c5fd2..e36cda21a 100644 --- a/recognition/hipmri2d_unet_45807321/utils.py +++ b/recognition/hipmri2d_unet_45807321/utils.py @@ -94,6 +94,8 @@ def dice_loss_from_logits( ) dice = num / den return 1.0 - dice.mean() + + # --------------------------- # Combined loss (CE + Dice) # --------------------------- @@ -127,4 +129,23 @@ def forward(self, logits: torch.Tensor, y_true: torch.Tensor) -> torch.Tensor: loss_ce = F.cross_entropy(logits, y_true, ignore_index=self.ignore_index) y_1h = labels_to_onehot(y_true, num_classes=self.num_classes) loss_dice = dice_loss_from_logits(logits, y_1h) - return self.alpha_ce * loss_ce + self.alpha_dice * loss_dice \ No newline at end of file + return self.alpha_ce * loss_ce + self.alpha_dice * loss_dice + + +# --------------------------- +# Running meters +# --------------------------- + + +@dataclass +class AvgMeter: + total: float = 0.0 + count: int = 0 + + def update(self, val: float, n: int = 1) -> None: + self.total += float(val) * n + self.count += n + + @property + def avg(self) -> float: + return self.total / max(self.count, 1) From 11c3ebd1fd3a9a8c61f53022fb9a97e480633d13 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:28:14 +1000 Subject: [PATCH 57/88] Added functions that will the save and loading of the model during training and future use --- recognition/hipmri2d_unet_45807321/utils.py | 36 +++++++++++++++++++++ 1 file changed, 36 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/utils.py b/recognition/hipmri2d_unet_45807321/utils.py index e36cda21a..c46356180 100644 --- a/recognition/hipmri2d_unet_45807321/utils.py +++ b/recognition/hipmri2d_unet_45807321/utils.py @@ -149,3 +149,39 @@ def update(self, val: float, n: int = 1) -> None: @property def avg(self) -> float: return self.total / max(self.count, 1) +# --------------------------- +# Checkpoint helpers +# --------------------------- + + +def save_checkpoint( + path: str, + model: torch.nn.Module, + optimizer: torch.optim.Optimizer | None = None, + epoch: int | None = None, + extra: Dict | None = None, +) -> None: + """Save model state dict (and optional optimizer/epoch/extra) to path.""" + os.makedirs(os.path.dirname(path) or ".", exist_ok=True) + state = {"model": model.state_dict()} + if optimizer is not None: + state["optimizer"] = optimizer.state_dict() + if epoch is not None: + state["epoch"] = epoch + if extra is not None: + state["extra"] = extra + torch.save(state, path) + + +def load_checkpoint( + path: str, + model: torch.nn.Module, + optimizer: torch.optim.Optimizer | None = None, + map_location: str | torch.device = "cpu", +) -> Dict: + """Load state dicts into model/optimizer; returns checkpoint dict.""" + ckpt = torch.load(path, map_location=map_location) + model.load_state_dict(ckpt["model"]) + if optimizer is not None and "optimizer" in ckpt: + optimizer.load_state_dict(ckpt["optimizer"]) + return ckpt \ No newline at end of file From 20abb709349566f1caa4777bd200485d33cd54ac Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:30:54 +1000 Subject: [PATCH 58/88] Added initial script structure, imports and cofig --- recognition/hipmri2d_unet_45807321/train.py | 66 +++++++++++++++++++++ 1 file changed, 66 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/train.py b/recognition/hipmri2d_unet_45807321/train.py index e69de29bb..bb396761c 100644 --- a/recognition/hipmri2d_unet_45807321/train.py +++ b/recognition/hipmri2d_unet_45807321/train.py @@ -0,0 +1,66 @@ +# train.py +# End-to-end training script for HipMRI 2D segmentation with Improved U-Net. +from __future__ import annotations +import os +from pathlib import Path +from typing import Tuple, Dict, List +import argparse # <-- ADDED +import csv + +import torch +import torch.nn as nn +import torch.optim as optim + +# --- NEW: headless plotting + csv logging --- +import matplotlib + +matplotlib.use("Agg") # safe for clusters / no display +import matplotlib.pyplot as plt + +from dataset import make_loaders, DEFAULT_BATCH_SIZE +from modules import create_model, count_params +from utils import ( + set_seed, + to_device, + # oasis_mask_to_class_ids, # No longer needed + CEDiceLoss, + dice_per_class_from_logits, + AvgMeter, + save_checkpoint, +) + +# --------------------------- +# Config (Default values) +# --------------------------- +SEED = 42 +NUM_CLASSES = 6 +IN_CHANNELS = 1 + +EPOCHS = 20 +LR = 0.0005 +WEIGHT_DECAY = 1e-4 +GRAD_CLIP_NORM = 1.0 + +AMP = True # mixed precision +OUTDIR = Path("./outputs") +OUTDIR.mkdir(parents=True, exist_ok=True) +CKPT_BEST = OUTDIR / "best.pt" +CKPT_LAST = OUTDIR / "last.pt" +HIST_CSV = OUTDIR / "history.csv" +CURVES_PNG = OUTDIR / "curves.png" + +LOG_EVERY = 50 # steps + + +# --------------------------- +# Main +# --------------------------- + + +def main() -> None: + print("==> HipMRI 2D — Improved U-Net training") + # (Implementation to be added) + + +if __name__ == "__main__": + main() \ No newline at end of file From 2ec4a16f731148ab0ecae59ce14eba306aa0eae7 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:33:03 +1000 Subject: [PATCH 59/88] Implement the training of one epoch that will be used to repeatedly train model --- recognition/hipmri2d_unet_45807321/train.py | 60 ++++++++++++++++++++- 1 file changed, 58 insertions(+), 2 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/train.py b/recognition/hipmri2d_unet_45807321/train.py index bb396761c..6a56ded10 100644 --- a/recognition/hipmri2d_unet_45807321/train.py +++ b/recognition/hipmri2d_unet_45807321/train.py @@ -22,7 +22,6 @@ from utils import ( set_seed, to_device, - # oasis_mask_to_class_ids, # No longer needed CEDiceLoss, dice_per_class_from_logits, AvgMeter, @@ -51,6 +50,63 @@ LOG_EVERY = 50 # steps +# --------------------------- +# Train / Val loops +# --------------------------- + + +def train_one_epoch( + model: nn.Module, + loader, + optimizer: optim.Optimizer, + criterion: nn.Module, + device: torch.device, + scaler: torch.amp.GradScaler | None, + epoch: int, + grad_clip_norm: float, # <-- MODIFIED: Added arg +) -> float: + model.train() + loss_meter = AvgMeter() + + for step, batch in enumerate(loader, 1): + batch = to_device(batch, device) + # MODIFIED: Get masks directly + x, y_ids = batch["image"], batch["mask"] + # y_ids = oasis_mask_to_class_ids(y_raw) # No longer needed + + optimizer.zero_grad(set_to_none=True) + + if scaler is not None: + with torch.amp.autocast("cuda"): + logits = model(x) # [B,C,H,W] + loss = criterion(logits, y_ids) # CE + Dice + scaler.scale(loss).backward() + if grad_clip_norm > 0: # <-- MODIFIED: Use arg + scaler.unscale_(optimizer) + torch.nn.utils.clip_grad_norm_( + model.parameters(), grad_clip_norm # <-- MODIFIED: Use arg + ) + scaler.step(optimizer) + scaler.update() + else: + logits = model(x) + loss = criterion(logits, y_ids) + loss.backward() + if grad_clip_norm > 0: # <-- MODIFIED: Use arg + torch.nn.utils.clip_grad_norm_( + model.parameters(), grad_clip_norm # <-- MODIFIED: Use arg + ) + optimizer.step() + + loss_meter.update(loss.item(), n=x.size(0)) + + if step % LOG_EVERY == 0: + print( + f"Epoch {epoch:03d} | step {step:05d}/{len(loader):05d} | loss {loss_meter.avg:.4f}" + ) + + return loss_meter.avg + # --------------------------- # Main @@ -63,4 +119,4 @@ def main() -> None: if __name__ == "__main__": - main() \ No newline at end of file + main() From 29e0ff08057a2bab49f70421bdb14dff4ce0ad47 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:33:31 +1000 Subject: [PATCH 60/88] Implemented validate function that will determine the validation loss for the model --- recognition/hipmri2d_unet_45807321/train.py | 31 +++++++++++++++++++++ 1 file changed, 31 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/train.py b/recognition/hipmri2d_unet_45807321/train.py index 6a56ded10..d4a3fb302 100644 --- a/recognition/hipmri2d_unet_45807321/train.py +++ b/recognition/hipmri2d_unet_45807321/train.py @@ -108,6 +108,37 @@ def train_one_epoch( return loss_meter.avg +@torch.no_grad() +def validate( + model: nn.Module, + loader, + criterion: nn.Module, + device: torch.device, +) -> Tuple[float, torch.Tensor]: + model.eval() + + loss_meter = AvgMeter() + dice_sum = None + n_batches = 0 + + for batch in loader: + batch = to_device(batch, device) + # MODIFIED: Get masks directly + x, y_ids = batch["image"], batch["mask"] + # y_ids = oasis_mask_to_class_ids(y_raw) # No longer needed + + logits = model(x) + loss = criterion(logits, y_ids) + loss_meter.update(loss.item(), n=x.size(0)) + + dice_c = dice_per_class_from_logits(logits, y_ids) # [C] + dice_sum = dice_c if dice_sum is None else (dice_sum + dice_c) + n_batches += 1 + + dice_mean_c = dice_sum / max(n_batches, 1) # [C] + return loss_meter.avg, dice_mean_c # val_loss, per-class dice + + # --------------------------- # Main # --------------------------- From 900999ce06055a6dd11b7e2ef4c9e1638d8ec55f Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:34:07 +1000 Subject: [PATCH 61/88] Added a helper funciton to keep track of the training history and allow for the plotting of certain visual figures --- recognition/hipmri2d_unet_45807321/train.py | 51 +++++++++++++++++++++ 1 file changed, 51 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/train.py b/recognition/hipmri2d_unet_45807321/train.py index d4a3fb302..b8d5a0d6b 100644 --- a/recognition/hipmri2d_unet_45807321/train.py +++ b/recognition/hipmri2d_unet_45807321/train.py @@ -139,6 +139,57 @@ def validate( return loss_meter.avg, dice_mean_c # val_loss, per-class dice +# --------------------------- +# Plotting / Logging helpers +# --------------------------- + + +def write_history_csv(rows: List[Dict], path: Path) -> None: + if not rows: + return + keys = list(rows[0].keys()) + with open(path, "w", newline="") as f: + w = csv.DictWriter(f, fieldnames=keys) + w.writeheader() + for r in rows: + w.writerow(r) + + +def plot_curves(history: List[Dict], png_path: Path, num_classes: int) -> None: + # history: list of dicts with keys epoch, train_loss, val_loss, dice_c0..c{C-1} + epochs = [h["epoch"] for h in history] + tr = [h["train_loss"] for h in history] + vl = [h["val_loss"] for h in history] + dice_per_c = [] + for c in range(num_classes): + dice_per_c.append([h[f"dice_c{c}"] for h in history]) + + fig, axes = plt.subplots(1, 2, figsize=(12, 4)) + + # Loss curves + axes[0].plot(epochs, tr, label="train_loss") + axes[0].plot(epochs, vl, label="val_loss") + axes[0].set_xlabel("Epoch") + axes[0].set_ylabel("Loss") + axes[0].set_title("Loss Curves") + axes[0].legend() + axes[0].grid(True, alpha=0.3) + + # Dice curves per class + for c in range(num_classes): + axes[1].plot(epochs, dice_per_c[c], label=f"Dice C{c}") + axes[1].set_xlabel("Epoch") + axes[1].set_ylabel("Dice") + axes[1].set_title("Per-class Dice (Validation)") + axes[1].set_ylim(0.0, 1.0) + axes[1].legend() + axes[1].grid(True, alpha=0.3) + + fig.tight_layout() + fig.savefig(png_path, dpi=160) + plt.close(fig) + + # --------------------------- # Main # --------------------------- From a8b1e1ee911a10d96f33bdc5dd14085a36b32f98 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:34:52 +1000 Subject: [PATCH 62/88] Implemented main function that will accept command line arguments, load the data and create the model --- recognition/hipmri2d_unet_45807321/train.py | 64 ++++++++++++++++++++- 1 file changed, 63 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/train.py b/recognition/hipmri2d_unet_45807321/train.py index b8d5a0d6b..284693933 100644 --- a/recognition/hipmri2d_unet_45807321/train.py +++ b/recognition/hipmri2d_unet_45807321/train.py @@ -196,8 +196,70 @@ def plot_curves(history: List[Dict], png_path: Path, num_classes: int) -> None: def main() -> None: + # --- ADDED: Argument Parser --- + parser = argparse.ArgumentParser(description="HipMRI 2D U-Net Training") + parser.add_argument( + "--seed", type=int, default=SEED, help=f"Random seed (default: {SEED})" + ) + parser.add_argument( + "--lr", type=float, default=LR, help=f"Learning rate (default: {LR})" + ) + parser.add_argument( + "--weight_decay", + type=float, + default=WEIGHT_DECAY, + help=f"Adam weight decay (default: {WEIGHT_DECAY})", + ) + parser.add_argument( + "--grad_clip_norm", + type=float, + default=GRAD_CLIP_NORM, + help=f"Gradient clipping norm, 0 to disable (default: {GRAD_CLIP_NORM})", + ) + args = parser.parse_args() + # --------------------------------- + + # MODIFIED: Changed print statement print("==> HipMRI 2D — Improved U-Net training") - # (Implementation to be added) + + # --- ADDED: Print settings --- + print("==> Settings:") + print(f" Seed: {args.seed}") + print(f" LR: {args.lr}") + print(f" Weight Decay: {args.weight_decay}") + print(f" Grad Clip Norm: {args.grad_clip_norm}") + print(f" Epochs: {EPOCHS}") + print(f" Batch Size: {DEFAULT_BATCH_SIZE}") + print(f" AMP: {AMP}") + print(f" Output Dir: {OUTDIR.as_posix()}") + print("-" * 30) + # ----------------------------- + + # Repro + set_seed(args.seed) # <-- MODIFIED: Use arg + + # Device & AMP + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + scaler = torch.amp.GradScaler("cuda") if (AMP and device.type == "cuda") else None + print(f"Device: {device} | AMP: {scaler is not None}") + + # Data + train_loader, val_loader, test_loader = make_loaders( + batch_size=DEFAULT_BATCH_SIZE, # from dataset.py + # num_workers=1, # uncomment on Rangpur to avoid worker warnings + ) + print( + f"Train/Val/Test batches: {len(train_loader)}/{len(val_loader)}/{len(test_loader)}" + ) + + # Model + model = create_model( + in_channels=IN_CHANNELS, + num_classes=NUM_CLASSES, + ).to(device) + print(f"Model params: {count_params(model):,}") + + # (Training loop to be added) if __name__ == "__main__": From 556eabd013237503259dba2fbe350e62b790cae0 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:35:48 +1000 Subject: [PATCH 63/88] Inside the main function implemented the training loop which will traing the model --- recognition/hipmri2d_unet_45807321/train.py | 77 ++++++++++++++++++++- 1 file changed, 76 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/train.py b/recognition/hipmri2d_unet_45807321/train.py index 284693933..48b14a978 100644 --- a/recognition/hipmri2d_unet_45807321/train.py +++ b/recognition/hipmri2d_unet_45807321/train.py @@ -259,7 +259,82 @@ def main() -> None: ).to(device) print(f"Model params: {count_params(model):,}") - # (Training loop to be added) + # Loss, Optim, Scheduler + # Change this line (around line 249): + criterion = CEDiceLoss(num_classes=NUM_CLASSES, alpha_ce=0.3, alpha_dice=0.7) + + # <-- MODIFIED: Use args for lr and weight_decay --> + optimizer = optim.Adam( + model.parameters(), lr=args.lr, weight_decay=args.weight_decay + ) + # ---------------------------------------------------- + + scheduler = optim.lr_scheduler.ReduceLROnPlateau( + optimizer, mode="min", factor=0.5, patience=3 + ) + + best_val = float("inf") + + # --- History for plots/CSV --- + history: List[Dict] = [] + + for epoch in range(1, EPOCHS + 1): + # <-- MODIFIED: Pass grad_clip_norm --> + train_loss = train_one_epoch( + model, + train_loader, + optimizer, + criterion, + device, + scaler, + epoch, + grad_clip_norm=args.grad_clip_norm, + ) + # -------------------------------------- + + val_loss, dice_c = validate(model, val_loader, criterion, device) + + # Logging + dice_str = " ".join([f"C{ci}:{d.item():.3f}" for ci, d in enumerate(dice_c)]) + print( + f"[Epoch {epoch:03d}] train_loss={train_loss:.4f} | val_loss={val_loss:.4f} | dice({NUM_CLASSES}): {dice_str}" + ) + + # Record LR (first param group) + curr_lr = next(iter(optimizer.param_groups))["lr"] + + # Save to history + rec = { + "epoch": epoch, + "train_loss": float(train_loss), + "val_loss": float(val_loss), + "lr": float(curr_lr), + } + for ci, d in enumerate(dice_c): + rec[f"dice_c{ci}"] = float(d.item()) + history.append(rec) + + # Scheduler on val loss + scheduler.step(val_loss) + + # Checkpoints + save_checkpoint( + CKPT_LAST.as_posix(), model, optimizer, epoch, extra={"val_loss": val_loss} + ) + if val_loss < best_val: + best_val = val_loss + save_checkpoint( + CKPT_BEST.as_posix(), + model, + optimizer, + epoch, + extra={"val_loss": val_loss}, + ) + print(f" ↳ New best! Saved to {CKPT_BEST}") + + # Update plots & CSV each epoch (so you can watch mid-run) + write_history_csv(history, HIST_CSV) + plot_curves(history, CURVES_PNG, NUM_CLASSES) if __name__ == "__main__": From 590ca65008ef1da8cc3445ea86385ef762ba2d3a Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:37:37 +1000 Subject: [PATCH 64/88] Added code to evaluate the last training of the model, displaying results --- recognition/hipmri2d_unet_45807321/train.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/train.py b/recognition/hipmri2d_unet_45807321/train.py index 48b14a978..22ea55f55 100644 --- a/recognition/hipmri2d_unet_45807321/train.py +++ b/recognition/hipmri2d_unet_45807321/train.py @@ -336,6 +336,26 @@ def main() -> None: write_history_csv(history, HIST_CSV) plot_curves(history, CURVES_PNG, NUM_CLASSES) + # Final test evaluation (optional, after best/last) + print("==> Evaluating on test split (using last epoch weights)...") + test_loss, test_dice_c = validate(model, test_loader, criterion, device) + test_dice_str = " ".join( + [f"C{ci}:{d.item():.3f}" for ci, d in enumerate(test_dice_c)] + ) + print(f"[Test] loss={test_loss:.4f} | dice({NUM_CLASSES}): {test_dice_str}") + + # Append final test row to CSV (without plotting new points) + final_rec = { + "epoch": EPOCHS + 1, + "train_loss": float("nan"), + "val_loss": float(test_loss), + "lr": float(curr_lr), # Note: curr_lr is from the last training epoch + } + for ci, d in enumerate(test_dice_c): + final_rec[f"dice_c{ci}"] = float(d.item()) + history.append(final_rec) + write_history_csv(history, HIST_CSV) # overwrite with final row included + if __name__ == "__main__": main() From 3aa0f98f5e8a6dc84d84469fdb331d94ff0f542c Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:41:43 +1000 Subject: [PATCH 65/88] Added inital script structure and config for predicting the results of the Hip MRI model --- recognition/hipmri2d_unet_45807321/predict.py | 59 +++++++++++++++++++ 1 file changed, 59 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/predict.py b/recognition/hipmri2d_unet_45807321/predict.py index e69de29bb..234a862d1 100644 --- a/recognition/hipmri2d_unet_45807321/predict.py +++ b/recognition/hipmri2d_unet_45807321/predict.py @@ -0,0 +1,59 @@ +# predict.py +# Inference + visualisation for HipMRI 2D segmentation (Improved U-Net) + +from __future__ import annotations +import os +from pathlib import Path +from typing import Tuple, List + +import torch +import matplotlib.pyplot as plt +import numpy as np + +from dataset import make_loaders +from modules import create_model +from utils import ( + # oasis_mask_to_class_ids, # No longer needed + dice_per_class_from_logits, + set_seed, + to_device, + load_checkpoint, +) + +# --------------------------- +# Config +# --------------------------- +SEED = 42 +NUM_CLASSES = 6 # MODIFIED: Changed from 4 to 6 +IN_CHANNELS = 1 + +OUTDIR = Path("./outputs") +PRED_DIR = OUTDIR / "predictions" +CKPT_BEST = OUTDIR / "best.pt" +CKPT_LAST = OUTDIR / "last.pt" + +N_VIS = 8 # number of samples to visualise/save + + +# --------------------------- +# Small helpers +# --------------------------- + + +def _ensure_dir(p: Path) -> None: + p.mkdir(parents=True, exist_ok=True) + + +# --------------------------- +# Main +# --------------------------- + + +@torch.no_grad() +def main() -> None: + print("==> HipMRI 2D — Inference & Visualisation") + # (Implementation to be added) + + +if __name__ == "__main__": + main() \ No newline at end of file From b8e78b05f7865fb63799bea08920cf9a6604b56e Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:42:25 +1000 Subject: [PATCH 66/88] Added visualisation helper functions that will showcase the ground truth, input image, prediction and an overlay --- recognition/hipmri2d_unet_45807321/predict.py | 51 ++++++++++++++++++- 1 file changed, 50 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/predict.py b/recognition/hipmri2d_unet_45807321/predict.py index 234a862d1..400f98841 100644 --- a/recognition/hipmri2d_unet_45807321/predict.py +++ b/recognition/hipmri2d_unet_45807321/predict.py @@ -44,6 +44,55 @@ def _ensure_dir(p: Path) -> None: p.mkdir(parents=True, exist_ok=True) +def colorize(mask_ids: np.ndarray) -> np.ndarray: + """ + Colorize class-id mask to RGB for saving/plotting. + Simple palette: background + 5 tissues. + """ + # MODIFIED: Added 2 new colors for classes 4 and 5 + palette = np.array( + [ + [0, 0, 0], # 0: background - black + [0, 114, 189], # 1: blue + [217, 83, 25], # 2: orange + [237, 177, 32], # 3: yellow + [126, 47, 142], # 4: purple (NEW) + [119, 172, 48], # 5: green (NEW) + ], + dtype=np.uint8, + ) + mask_ids = np.clip(mask_ids, 0, len(palette) - 1) + return palette[mask_ids] + + +def tensor_to_uint8_img(x: torch.Tensor) -> np.ndarray: + """ + x: [1,H,W] float in roughly [-1,1] or [0,1] + Convert to uint8 grayscale [H,W]. + """ + x = x.detach().cpu().float() + if x.ndim == 3 and x.size(0) == 1: + x = x[0] + # Try to map from z-score [-1,1] to [0,1] if necessary + x_min, x_max = float(x.min()), float(x.max()) + if x_min < -0.1 or x_max > 1.1: # Broadened range for z-score + # Assumes z-score norm, map roughly -2..2 to 0..1 + x = (x + 2.0) / 4.0 + x = torch.clamp(x, 0.0, 1.0) + return (x.numpy() * 255.0).astype(np.uint8) + + +def overlay( + img_gray_u8: np.ndarray, mask_rgb: np.ndarray, alpha: float = 0.5 +) -> np.ndarray: + """ + Overlay RGB mask on grayscale image. + """ + img_rgb = np.stack([img_gray_u8] * 3, axis=-1) + out = (img_rgb * (1 - alpha) + mask_rgb * alpha).astype(np.uint8) + return out + + # --------------------------- # Main # --------------------------- @@ -56,4 +105,4 @@ def main() -> None: if __name__ == "__main__": - main() \ No newline at end of file + main() From bd39bd9f76702251a3274ad3671a639b45df408a Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:43:01 +1000 Subject: [PATCH 67/88] Implemented main function and loading the previously trained model --- recognition/hipmri2d_unet_45807321/predict.py | 29 ++++++++++++++++++- 1 file changed, 28 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/predict.py b/recognition/hipmri2d_unet_45807321/predict.py index 400f98841..f17aa2008 100644 --- a/recognition/hipmri2d_unet_45807321/predict.py +++ b/recognition/hipmri2d_unet_45807321/predict.py @@ -101,7 +101,34 @@ def overlay( @torch.no_grad() def main() -> None: print("==> HipMRI 2D — Inference & Visualisation") - # (Implementation to be added) + set_seed(SEED) + + device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + print(f"Device: {device}") + + # Data: only need test loader for predictions + _, _, test_loader = make_loaders() + + # Model + model = create_model( + in_channels=IN_CHANNELS, + num_classes=NUM_CLASSES, + ).to(device) + ckpt_path = CKPT_BEST if CKPT_BEST.exists() else CKPT_LAST + if ckpt_path.exists(): + load_checkpoint( + ckpt_path.as_posix(), model, optimizer=None, map_location=device + ) + print(f"Loaded checkpoint: {ckpt_path}") + else: + print( + "⚠️ No checkpoint found — running with random-initialized weights (metrics will be poor)." + ) + + model.eval() + _ensure_dir(PRED_DIR) + + # (Loop and metrics to be added) if __name__ == "__main__": From 3fd4369cf7e44a615d8d78ff7d475797211cdd53 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:43:27 +1000 Subject: [PATCH 68/88] Implemented test set metric evaluation and reporting --- recognition/hipmri2d_unet_45807321/predict.py | 37 ++++++++++++++++++- 1 file changed, 36 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/predict.py b/recognition/hipmri2d_unet_45807321/predict.py index f17aa2008..fa8122dd1 100644 --- a/recognition/hipmri2d_unet_45807321/predict.py +++ b/recognition/hipmri2d_unet_45807321/predict.py @@ -126,9 +126,44 @@ def main() -> None: ) model.eval() + + # Metrics over entire test set + dice_sum = torch.zeros(NUM_CLASSES, device=device) + n_batches = 0 + _ensure_dir(PRED_DIR) - # (Loop and metrics to be added) + # (Visualization logic to be added here) + saved_paths: List[Path] = [] # Added for later commit + + for batch_idx, batch in enumerate(test_loader): + batch = to_device(batch, device) + + # MODIFIED: Get masks directly. Shape is [B,1,256,128] + x, y_ids = ( + batch["image"], + batch["mask"], + ) # y_ids: [B,256,128] with {0,1,2,3,4,5} + + # y_ids = oasis_mask_to_class_ids(y_raw) # No longer needed + + logits = model(x) + dice_c = dice_per_class_from_logits(logits, y_ids) # [C] + dice_sum += dice_c + n_batches += 1 + + # (Visualization logic to be added here) + + # Report metrics + dice_mean_c = (dice_sum / max(n_batches, 1)).detach().cpu().numpy() + dice_mean = float(dice_mean_c.mean()) + print( + "Per-class Dice:", + " ".join([f"C{c}:{dice_mean_c[c]:.3f}" for c in range(NUM_CLASSES)]), + ) + print(f"Mean Dice: {dice_mean:.3f}") + + # (Preview grid logic to be added here) if __name__ == "__main__": From c4b2636f695f653c3541c827832b95f64b48a344 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:44:51 +1000 Subject: [PATCH 69/88] Added saving of individual prediction samples in which only 8 images were saved --- recognition/hipmri2d_unet_45807321/predict.py | 39 +++++++++++++++++-- 1 file changed, 36 insertions(+), 3 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/predict.py b/recognition/hipmri2d_unet_45807321/predict.py index fa8122dd1..a34f6eece 100644 --- a/recognition/hipmri2d_unet_45807321/predict.py +++ b/recognition/hipmri2d_unet_45807321/predict.py @@ -133,9 +133,9 @@ def main() -> None: _ensure_dir(PRED_DIR) - # (Visualization logic to be added here) + vis_count = 0 saved_paths: List[Path] = [] # Added for later commit - + # Gather a few samples for visualisation for batch_idx, batch in enumerate(test_loader): batch = to_device(batch, device) @@ -152,7 +152,40 @@ def main() -> None: dice_sum += dice_c n_batches += 1 - # (Visualization logic to be added here) + # Visualise/save a few samples from the first batches + if vis_count < N_VIS: + # How many to take from this batch + take = min(N_VIS - vis_count, x.size(0)) + for i in range(take): + img_u8 = tensor_to_uint8_img(x[i]) # [H,W] uint8 + pred_ids = ( + logits[i].argmax(dim=0).detach().cpu().numpy().astype(np.int32) + ) # [H,W] + gt_ids = y_ids[i].detach().cpu().numpy().astype(np.int32) + + pred_rgb = colorize(pred_ids) # [H,W,3] + gt_rgb = colorize(gt_ids) + over_rgb = overlay(img_u8, pred_rgb, alpha=0.45) + + # Save individual panels + base = Path(f"sample_{batch_idx:03d}_{i:02d}") + paths = { + "input": PRED_DIR / f"{base}_input.png", + "gt": PRED_DIR / f"{base}_gt.png", + "pred": PRED_DIR / f"{base}_pred.png", + "over": PRED_DIR / f"{base}_overlay.png", + } + plt.imsave(paths["input"], img_u8, cmap="gray") + plt.imsave(paths["gt"], gt_rgb) + plt.imsave(paths["pred"], pred_rgb) + plt.imsave(paths["over"], over_rgb) + saved_paths.append(paths["over"]) + vis_count += 1 + + # Early exit if we already have enough visualisations + if vis_count >= N_VIS: + # still continue metric accumulation for full test set + pass # Report metrics dice_mean_c = (dice_sum / max(n_batches, 1)).detach().cpu().numpy() From 2545592df9091e012f71f32f2f61814ff182889a Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:45:26 +1000 Subject: [PATCH 70/88] Added generation of final preview grid, that will display the entirety of all the saved predictions --- recognition/hipmri2d_unet_45807321/predict.py | 19 ++++++++++++++++++- 1 file changed, 18 insertions(+), 1 deletion(-) diff --git a/recognition/hipmri2d_unet_45807321/predict.py b/recognition/hipmri2d_unet_45807321/predict.py index a34f6eece..b16053447 100644 --- a/recognition/hipmri2d_unet_45807321/predict.py +++ b/recognition/hipmri2d_unet_45807321/predict.py @@ -196,7 +196,24 @@ def main() -> None: ) print(f"Mean Dice: {dice_mean:.3f}") - # (Preview grid logic to be added here) + # Quick preview grid (uses last N_VIS saved overlays + GT/pred/input for the last batch portion) + if saved_paths: + # Adjusted figsize width to better fit 2:1 aspect ratio images + fig, axes = plt.subplots( + nrows=min(N_VIS, 8), ncols=1, figsize=(4, 3 * min(N_VIS, 8)) + ) + if not isinstance(axes, np.ndarray): + axes = np.array([axes]) + for ax, p in zip(axes, saved_paths[: len(axes)]): + ax.imshow(plt.imread(p)) + ax.set_title(p.name) + ax.axis("off") + preview_path = PRED_DIR / "preview_overlays.png" + fig.tight_layout() + fig.savefig(preview_path, dpi=150) + plt.close(fig) + print(f"Saved {len(saved_paths)} sample overlays to: {PRED_DIR}") + print(f"Preview grid: {preview_path}") if __name__ == "__main__": From 740767a78e9f50ed63729f18e653aeb8dcd623a8 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:47:13 +1000 Subject: [PATCH 71/88] Added function comments --- recognition/hipmri2d_unet_45807321/train.py | 97 +++++++++++++++------ 1 file changed, 68 insertions(+), 29 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/train.py b/recognition/hipmri2d_unet_45807321/train.py index 22ea55f55..82f2e75c1 100644 --- a/recognition/hipmri2d_unet_45807321/train.py +++ b/recognition/hipmri2d_unet_45807321/train.py @@ -4,7 +4,7 @@ import os from pathlib import Path from typing import Tuple, Dict, List -import argparse # <-- ADDED +import argparse import csv import torch @@ -63,38 +63,54 @@ def train_one_epoch( device: torch.device, scaler: torch.amp.GradScaler | None, epoch: int, - grad_clip_norm: float, # <-- MODIFIED: Added arg + grad_clip_norm: float, ) -> float: + """ + Runs a single epoch of training. + + Args: + model: The segmentation model to train. + loader: DataLoader for the training set. + optimizer: The optimizer (e.g., Adam). + criterion: The loss function (e.g., CEDiceLoss). + device: The device to train on (e.g., 'cuda'). + scaler: Gradient scaler for mixed-precision training (AMP). + epoch: The current epoch number (for logging). + grad_clip_norm: The value for gradient clipping (0 to disable). + + Returns: + The average training loss for the epoch. + """ model.train() loss_meter = AvgMeter() for step, batch in enumerate(loader, 1): batch = to_device(batch, device) - # MODIFIED: Get masks directly x, y_ids = batch["image"], batch["mask"] - # y_ids = oasis_mask_to_class_ids(y_raw) # No longer needed optimizer.zero_grad(set_to_none=True) if scaler is not None: + # Mixed precision training with torch.amp.autocast("cuda"): - logits = model(x) # [B,C,H,W] - loss = criterion(logits, y_ids) # CE + Dice + logits = model(x) + loss = criterion(logits, y_ids) scaler.scale(loss).backward() - if grad_clip_norm > 0: # <-- MODIFIED: Use arg + if grad_clip_norm > 0: scaler.unscale_(optimizer) torch.nn.utils.clip_grad_norm_( - model.parameters(), grad_clip_norm # <-- MODIFIED: Use arg + model.parameters(), grad_clip_norm ) scaler.step(optimizer) scaler.update() else: + # Standard precision training logits = model(x) loss = criterion(logits, y_ids) loss.backward() - if grad_clip_norm > 0: # <-- MODIFIED: Use arg + if grad_clip_norm > 0: torch.nn.utils.clip_grad_norm_( - model.parameters(), grad_clip_norm # <-- MODIFIED: Use arg + model.parameters(), grad_clip_norm ) optimizer.step() @@ -115,6 +131,20 @@ def validate( criterion: nn.Module, device: torch.device, ) -> Tuple[float, torch.Tensor]: + """ + Runs validation on the given data loader. + + Args: + model: The segmentation model to evaluate. + loader: DataLoader for the validation or test set. + criterion: The loss function. + device: The device to evaluate on. + + Returns: + A tuple containing: + - The average validation loss. + - A 1D tensor of per-class Dice scores. + """ model.eval() loss_meter = AvgMeter() @@ -123,14 +153,13 @@ def validate( for batch in loader: batch = to_device(batch, device) - # MODIFIED: Get masks directly x, y_ids = batch["image"], batch["mask"] - # y_ids = oasis_mask_to_class_ids(y_raw) # No longer needed logits = model(x) loss = criterion(logits, y_ids) loss_meter.update(loss.item(), n=x.size(0)) + # Calculate per-class dice dice_c = dice_per_class_from_logits(logits, y_ids) # [C] dice_sum = dice_c if dice_sum is None else (dice_sum + dice_c) n_batches += 1 @@ -145,6 +174,13 @@ def validate( def write_history_csv(rows: List[Dict], path: Path) -> None: + """ + Writes a list of metric dictionaries to a CSV file. + + Args: + rows: A list of dictionaries, where each dict is one epoch's metrics. + path: The pathlib.Path object to write the CSV to. + """ if not rows: return keys = list(rows[0].keys()) @@ -156,7 +192,14 @@ def write_history_csv(rows: List[Dict], path: Path) -> None: def plot_curves(history: List[Dict], png_path: Path, num_classes: int) -> None: - # history: list of dicts with keys epoch, train_loss, val_loss, dice_c0..c{C-1} + """ + Plots training & validation loss and per-class Dice curves. + + Args: + history: A list of metric dictionaries (one per epoch). + png_path: The pathlib.Path to save the plot image to. + num_classes: The number of classes to plot Dice scores for. + """ epochs = [h["epoch"] for h in history] tr = [h["train_loss"] for h in history] vl = [h["val_loss"] for h in history] @@ -196,6 +239,12 @@ def plot_curves(history: List[Dict], png_path: Path, num_classes: int) -> None: def main() -> None: + """ + Main function to orchestrate the end-to-end training and evaluation process. + + Parses arguments, sets up the model, data, optimizer, and scheduler, + runs the training loop, and performs final evaluation. + """ # --- ADDED: Argument Parser --- parser = argparse.ArgumentParser(description="HipMRI 2D U-Net Training") parser.add_argument( @@ -219,7 +268,6 @@ def main() -> None: args = parser.parse_args() # --------------------------------- - # MODIFIED: Changed print statement print("==> HipMRI 2D — Improved U-Net training") # --- ADDED: Print settings --- @@ -236,7 +284,7 @@ def main() -> None: # ----------------------------- # Repro - set_seed(args.seed) # <-- MODIFIED: Use arg + set_seed(args.seed) # Device & AMP device = torch.device("cuda" if torch.cuda.is_available() else "cpu") @@ -245,8 +293,7 @@ def main() -> None: # Data train_loader, val_loader, test_loader = make_loaders( - batch_size=DEFAULT_BATCH_SIZE, # from dataset.py - # num_workers=1, # uncomment on Rangpur to avoid worker warnings + batch_size=DEFAULT_BATCH_SIZE, ) print( f"Train/Val/Test batches: {len(train_loader)}/{len(val_loader)}/{len(test_loader)}" @@ -260,15 +307,10 @@ def main() -> None: print(f"Model params: {count_params(model):,}") # Loss, Optim, Scheduler - # Change this line (around line 249): criterion = CEDiceLoss(num_classes=NUM_CLASSES, alpha_ce=0.3, alpha_dice=0.7) - - # <-- MODIFIED: Use args for lr and weight_decay --> optimizer = optim.Adam( model.parameters(), lr=args.lr, weight_decay=args.weight_decay ) - # ---------------------------------------------------- - scheduler = optim.lr_scheduler.ReduceLROnPlateau( optimizer, mode="min", factor=0.5, patience=3 ) @@ -279,7 +321,6 @@ def main() -> None: history: List[Dict] = [] for epoch in range(1, EPOCHS + 1): - # <-- MODIFIED: Pass grad_clip_norm --> train_loss = train_one_epoch( model, train_loader, @@ -290,8 +331,6 @@ def main() -> None: epoch, grad_clip_norm=args.grad_clip_norm, ) - # -------------------------------------- - val_loss, dice_c = validate(model, val_loader, criterion, device) # Logging @@ -336,7 +375,7 @@ def main() -> None: write_history_csv(history, HIST_CSV) plot_curves(history, CURVES_PNG, NUM_CLASSES) - # Final test evaluation (optional, after best/last) + # Final test evaluation (optional, after best/last) print("==> Evaluating on test split (using last epoch weights)...") test_loss, test_dice_c = validate(model, test_loader, criterion, device) test_dice_str = " ".join( @@ -349,13 +388,13 @@ def main() -> None: "epoch": EPOCHS + 1, "train_loss": float("nan"), "val_loss": float(test_loss), - "lr": float(curr_lr), # Note: curr_lr is from the last training epoch + "lr": float(curr_lr), } for ci, d in enumerate(test_dice_c): final_rec[f"dice_c{ci}"] = float(d.item()) history.append(final_rec) - write_history_csv(history, HIST_CSV) # overwrite with final row included + write_history_csv(history, HIST_CSV) if __name__ == "__main__": - main() + main() \ No newline at end of file From 0e259a68003fea3eceed0ff28917a75d9a95b401 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 10:48:27 +1000 Subject: [PATCH 72/88] Added detailed function comments to all comments in this file --- recognition/hipmri2d_unet_45807321/predict.py | 132 ++++++++++++------ 1 file changed, 86 insertions(+), 46 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/predict.py b/recognition/hipmri2d_unet_45807321/predict.py index b16053447..1d35c023e 100644 --- a/recognition/hipmri2d_unet_45807321/predict.py +++ b/recognition/hipmri2d_unet_45807321/predict.py @@ -24,7 +24,7 @@ # Config # --------------------------- SEED = 42 -NUM_CLASSES = 6 # MODIFIED: Changed from 4 to 6 +NUM_CLASSES = 6 IN_CHANNELS = 1 OUTDIR = Path("./outputs") @@ -41,15 +41,25 @@ def _ensure_dir(p: Path) -> None: + """ + Ensures that a directory exists, creating it if necessary. + + Args: + p: The pathlib.Path of the directory to check/create. + """ p.mkdir(parents=True, exist_ok=True) def colorize(mask_ids: np.ndarray) -> np.ndarray: """ - Colorize class-id mask to RGB for saving/plotting. - Simple palette: background + 5 tissues. + Maps a 2D array of class IDs to a 3D RGB color mask. + + Args: + mask_ids: A 2D numpy array of integer class labels [H, W]. + + Returns: + A 3D numpy array (RGB image) [H, W, 3] of type uint8. """ - # MODIFIED: Added 2 new colors for classes 4 and 5 palette = np.array( [ [0, 0, 0], # 0: background - black @@ -67,18 +77,28 @@ def colorize(mask_ids: np.ndarray) -> np.ndarray: def tensor_to_uint8_img(x: torch.Tensor) -> np.ndarray: """ - x: [1,H,W] float in roughly [-1,1] or [0,1] - Convert to uint8 grayscale [H,W]. + Converts a normalized image tensor to a uint8 grayscale image. + + Handles z-score normalized tensors by mapping a rough [-2, 2] range + to [0, 1] before scaling to [0, 255]. + + Args: + x: A [1, H, W] or [H, W] image tensor, typically z-score normalized. + + Returns: + A 2D numpy array (grayscale image) [H, W] of type uint8. """ x = x.detach().cpu().float() if x.ndim == 3 and x.size(0) == 1: - x = x[0] - # Try to map from z-score [-1,1] to [0,1] if necessary + x = x[0] # Squeeze channel dim + + # Check if tensor is z-score normalized (values outside [0, 1]) x_min, x_max = float(x.min()), float(x.max()) - if x_min < -0.1 or x_max > 1.1: # Broadened range for z-score + if x_min < -0.1 or x_max > 1.1: # Assumes z-score norm, map roughly -2..2 to 0..1 x = (x + 2.0) / 4.0 - x = torch.clamp(x, 0.0, 1.0) + + x = torch.clamp(x, 0.0, 1.0) # Clamp to [0, 1] range return (x.numpy() * 255.0).astype(np.uint8) @@ -86,9 +106,19 @@ def overlay( img_gray_u8: np.ndarray, mask_rgb: np.ndarray, alpha: float = 0.5 ) -> np.ndarray: """ - Overlay RGB mask on grayscale image. + Overlays a color RGB mask onto a grayscale image. + + Args: + img_gray_u8: The base grayscale image [H, W] as uint8. + mask_rgb: The color mask [H, W, 3] as uint8. + alpha: The opacity of the mask (0.0 = transparent, 1.0 = opaque). + + Returns: + A 3D numpy array (RGB image) [H, W, 3] of the blended overlay. """ + # Convert grayscale to 3-channel RGB img_rgb = np.stack([img_gray_u8] * 3, axis=-1) + # Blend out = (img_rgb * (1 - alpha) + mask_rgb * alpha).astype(np.uint8) return out @@ -100,6 +130,15 @@ def overlay( @torch.no_grad() def main() -> None: + """ + Main function to run inference and visualization. + + - Loads the test dataset. + - Loads the best trained model checkpoint. + - Calculates and prints per-class Dice scores for the entire test set. + - Saves N_VIS sample visualizations (input, gt, pred, overlay) to disk. + - Creates a preview grid of the saved overlays. + """ print("==> HipMRI 2D — Inference & Visualisation") set_seed(SEED) @@ -114,6 +153,8 @@ def main() -> None: in_channels=IN_CHANNELS, num_classes=NUM_CLASSES, ).to(device) + + # Load best checkpoint ckpt_path = CKPT_BEST if CKPT_BEST.exists() else CKPT_LAST if ckpt_path.exists(): load_checkpoint( @@ -122,7 +163,7 @@ def main() -> None: print(f"Loaded checkpoint: {ckpt_path}") else: print( - "⚠️ No checkpoint found — running with random-initialized weights (metrics will be poor)." + "⚠️ No checkpoint found — running with random-initialized weights." ) model.eval() @@ -134,40 +175,38 @@ def main() -> None: _ensure_dir(PRED_DIR) vis_count = 0 - saved_paths: List[Path] = [] # Added for later commit - # Gather a few samples for visualisation + saved_paths: List[Path] = [] + + print(f"Running evaluation and saving {N_VIS} samples to {PRED_DIR}...") for batch_idx, batch in enumerate(test_loader): batch = to_device(batch, device) + x, y_ids = batch["image"], batch["mask"] - # MODIFIED: Get masks directly. Shape is [B,1,256,128] - x, y_ids = ( - batch["image"], - batch["mask"], - ) # y_ids: [B,256,128] with {0,1,2,3,4,5} - - # y_ids = oasis_mask_to_class_ids(y_raw) # No longer needed - + # Get model prediction logits = model(x) - dice_c = dice_per_class_from_logits(logits, y_ids) # [C] + + # --- Metric Calculation --- + dice_c = dice_per_class_from_logits(logits, y_ids) dice_sum += dice_c n_batches += 1 - # Visualise/save a few samples from the first batches + # --- Visualization Saving --- if vis_count < N_VIS: - # How many to take from this batch - take = min(N_VIS - vis_count, x.size(0)) + take = min(N_VIS - vis_count, x.size(0)) # Num samples to take from this batch for i in range(take): - img_u8 = tensor_to_uint8_img(x[i]) # [H,W] uint8 - pred_ids = ( - logits[i].argmax(dim=0).detach().cpu().numpy().astype(np.int32) - ) # [H,W] - gt_ids = y_ids[i].detach().cpu().numpy().astype(np.int32) + # Convert tensors to numpy images + img_u8 = tensor_to_uint8_img(x[i]) + pred_ids = logits[i].argmax(dim=0).cpu().numpy().astype(np.int32) + gt_ids = y_ids[i].cpu().numpy().astype(np.int32) - pred_rgb = colorize(pred_ids) # [H,W,3] + # Colorize masks + pred_rgb = colorize(pred_ids) gt_rgb = colorize(gt_ids) + + # Create overlay over_rgb = overlay(img_u8, pred_rgb, alpha=0.45) - # Save individual panels + # Save all 4 panels base = Path(f"sample_{batch_idx:03d}_{i:02d}") paths = { "input": PRED_DIR / f"{base}_input.png", @@ -179,16 +218,13 @@ def main() -> None: plt.imsave(paths["gt"], gt_rgb) plt.imsave(paths["pred"], pred_rgb) plt.imsave(paths["over"], over_rgb) + saved_paths.append(paths["over"]) vis_count += 1 - # Early exit if we already have enough visualisations - if vis_count >= N_VIS: - # still continue metric accumulation for full test set - pass - - # Report metrics - dice_mean_c = (dice_sum / max(n_batches, 1)).detach().cpu().numpy() + # --- Report final metrics --- + print("\n==> Test Metrics:") + dice_mean_c = (dice_sum / max(n_batches, 1)).cpu().numpy() dice_mean = float(dice_mean_c.mean()) print( "Per-class Dice:", @@ -196,25 +232,29 @@ def main() -> None: ) print(f"Mean Dice: {dice_mean:.3f}") - # Quick preview grid (uses last N_VIS saved overlays + GT/pred/input for the last batch portion) + # --- Create preview grid --- if saved_paths: - # Adjusted figsize width to better fit 2:1 aspect ratio images + print(f"\nCreating preview grid at {PRED_DIR / 'preview_overlays.png'}...") + # Plot N_VIS images, but max 8 rows + n_rows = min(N_VIS, 8) fig, axes = plt.subplots( - nrows=min(N_VIS, 8), ncols=1, figsize=(4, 3 * min(N_VIS, 8)) + nrows=n_rows, ncols=1, figsize=(4, 3 * n_rows) ) if not isinstance(axes, np.ndarray): axes = np.array([axes]) - for ax, p in zip(axes, saved_paths[: len(axes)]): + + for ax, p in zip(axes.flat, saved_paths[:n_rows]): ax.imshow(plt.imread(p)) ax.set_title(p.name) ax.axis("off") + preview_path = PRED_DIR / "preview_overlays.png" fig.tight_layout() fig.savefig(preview_path, dpi=150) plt.close(fig) print(f"Saved {len(saved_paths)} sample overlays to: {PRED_DIR}") - print(f"Preview grid: {preview_path}") + print(f"Preview grid saved: {preview_path}") if __name__ == "__main__": - main() + main() \ No newline at end of file From 1213c3cc03506b18341f0d0c99d4687493ec2c26 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 11:38:26 +1000 Subject: [PATCH 73/88] Conda environment file that will allow others to recreate the environment utilised in this repo --- recognition/environment.yml | 149 ++++++++++++++++++++++++++++++++++++ 1 file changed, 149 insertions(+) create mode 100644 recognition/environment.yml diff --git a/recognition/environment.yml b/recognition/environment.yml new file mode 100644 index 000000000..6132fcdb7 --- /dev/null +++ b/recognition/environment.yml @@ -0,0 +1,149 @@ +name: comp3710 +channels: + - defaults + - conda-forge + - pytorch +dependencies: + - aom=3.6.0=h313beb8_0 + - appnope=0.1.4=pyhd8ed1ab_1 + - asttokens=3.0.0=pyhd8ed1ab_1 + - blas=1.0=openblas + - brotli-python=1.0.9=py310h313beb8_9 + - brotlicffi=1.0.9.2=py310h313beb8_1 + - bzip2=1.0.8=h80987f9_6 + - ca-certificates=2025.9.9=hca03da5_0 + - cairo=1.18.4=h191e429_0 + - certifi=2025.8.3=py310hca03da5_0 + - cffi=1.17.1=py310h3eb5a62_1 + - charset-normalizer=3.3.2=pyhd3eb1b0_0 + - comm=0.2.3=pyhe01879c_0 + - contourpy=1.3.1=py310h48ca7d4_0 + - cycler=0.11.0=pyhd3eb1b0_0 + - dav1d=1.2.1=h80987f9_0 + - debugpy=1.8.16=py310h0962b89_0 + - decorator=5.2.1=pyhd8ed1ab_0 + - deprecated=1.2.13=py310hca03da5_0 + - exceptiongroup=1.3.0=pyhd8ed1ab_0 + - executing=2.2.1=pyhd8ed1ab_0 + - expat=2.7.1=h313beb8_0 + - filelock=3.17.0=py310hca03da5_0 + - fontconfig=2.14.1=h6402c1e_3 + - fonttools=4.55.3=py310h80987f9_0 + - freetype=2.13.3=h47d26ad_0 + - fribidi=1.0.10=h1a28f6b_0 + - fsspec=2025.7.0=py310hd096484_0 + - gettext=0.21.0=hbdbcc25_2 + - giflib=5.2.2=h80987f9_0 + - gmp=6.3.0=h313beb8_0 + - gmpy2=2.2.1=py310h5c1b81f_0 + - graphite2=1.3.14=hc377ac9_1 + - harfbuzz=10.2.0=he637ebf_1 + - icu=73.1=h313beb8_0 + - idna=3.7=py310hca03da5_0 + - importlib-metadata=8.5.0=py310hca03da5_0 + - ipykernel=6.30.1=pyh92f572d_0 + - ipython=8.37.0=pyh8f84b5b_0 + - jedi=0.19.2=pyhd8ed1ab_1 + - jinja2=3.1.6=py310hca03da5_0 + - joblib=1.5.2=py310hca03da5_0 + - jpeg=9f=h2f69dba_0 + - jupyter_client=8.6.3=pyhd8ed1ab_1 + - jupyter_core=5.8.1=pyh31011fe_0 + - kiwisolver=1.4.8=py310h313beb8_0 + - krb5=1.21.3=h237132a_0 + - lcms2=2.16=he26ebf3_1 + - lerc=4.0.0=h313beb8_0 + - libabseil=20250127.0=cxx17_h313beb8_0 + - libavif=1.1.1=h80987f9_0 + - libcxx=20.1.8=h8869778_0 + - libdeflate=1.22=h80987f9_0 + - libedit=3.1.20250104=pl5321hafb1f1b_0 + - libffi=3.4.4=hca03da5_1 + - libgfortran=5.0.0=11_3_0_hca03da5_28 + - libgfortran5=11.3.0=h009349e_28 + - libglib=2.84.2=hdc2269c_0 + - libiconv=1.16=h80987f9_3 + - libjpeg-turbo=2.0.0=h1a28f6b_0 + - libopenblas=0.3.30=hf2bb037_0 + - libpng=1.6.39=h80987f9_0 + - libprotobuf=5.29.3=h14f15fd_1 + - libsodium=1.0.20=h99b78c6_0 + - libtiff=4.7.0=h91aec0a_0 + - libtorch=2.5.1=gpu_mps_h7b1bc93_204 + - libuv=1.48.0=h80987f9_0 + - libwebp=1.3.2=hf40cdb4_1 + - libwebp-base=1.3.2=h80987f9_1 + - libxml2=2.13.8=h0b34f26_0 + - libzlib=1.3.1=h5f15de7_0 + - llvm-openmp=20.1.8=he822017_0 + - lz4-c=1.9.4=h313beb8_1 + - markupsafe=3.0.2=py310h80987f9_0 + - matplotlib=3.10.6=py310hca03da5_0 + - matplotlib-base=3.10.6=py310h066045a_0 + - matplotlib-inline=0.1.7=pyhd8ed1ab_1 + - mpc=1.3.1=h80987f9_0 + - mpfr=4.2.1=h80987f9_0 + - mpmath=1.3.0=py310hca03da5_0 + - ncurses=6.5=hee39554_0 + - nest-asyncio=1.6.0=pyhd8ed1ab_1 + - networkx=3.4.2=py310hca03da5_0 + - nomkl=3.0=0 + - numpy=2.0.1=py310h3b2db8e_1 + - numpy-base=2.0.1=py310ha9811e2_1 + - openjpeg=2.5.2=hba36e21_1 + - openssl=3.5.3=h5503f6c_0 + - opentelemetry-api=1.30.0=py310hca03da5_0 + - packaging=25.0=pyh29332c3_1 + - parso=0.8.5=pyhcf101f3_0 + - pcre2=10.42=hb066dcc_1 + - pexpect=4.9.0=pyhd8ed1ab_1 + - pickleshare=0.7.5=pyhd8ed1ab_1004 + - pillow=11.3.0=py310h6dd570d_0 + - pip=25.2=pyhc872135_0 + - pixman=0.46.4=h09dc60e_0 + - platformdirs=4.4.0=pyhcf101f3_0 + - prompt-toolkit=3.0.52=pyha770c72_0 + - psutil=7.0.0=py310h254cc4a_0 + - ptyprocess=0.7.0=pyhd8ed1ab_1 + - pure_eval=0.2.3=pyhd8ed1ab_1 + - pycparser=2.23=py310hca03da5_0 + - pygments=2.19.2=pyhd8ed1ab_0 + - pyparsing=3.2.0=py310hca03da5_0 + - pysocks=1.7.1=py310hca03da5_0 + - python=3.10.18=h19e8193_0 + - python-dateutil=2.9.0.post0=pyhe01879c_2 + - pytorch=2.5.1=gpu_mps_py310hbd1d365_204 + - pyzmq=27.1.0=py310h854a7ef_0 + - readline=8.3=h0b18652_0 + - requests=2.32.5=py310hca03da5_0 + - scikit-learn=1.7.1=py310h6e33161_0 + - scipy=1.15.3=py310hb81b3df_0 + - setuptools=78.1.1=py310hca03da5_0 + - six=1.17.0=pyhe01879c_1 + - sleef=3.5.1=h80987f9_2 + - sqlite=3.50.2=h79febb2_1 + - stack_data=0.6.3=pyhd8ed1ab_1 + - sympy=1.14.0=py310hca03da5_0 + - threadpoolctl=3.5.0=py310h33ce5c2_0 + - tk=8.6.15=hcd8a7d5_0 + - torchaudio=2.5.1=py310_cpu + - torchvision=0.20.1=py310_cpu + - tornado=6.5.1=py310h80987f9_0 + - traitlets=5.14.3=pyhd8ed1ab_1 + - typing_extensions=4.15.0=py310hca03da5_0 + - tzdata=2025b=h04d1e81_0 + - unicodedata2=15.1.0=py310h80987f9_1 + - urllib3=2.5.0=py310hca03da5_0 + - wcwidth=0.2.13=pyhd8ed1ab_1 + - wheel=0.45.1=py310hca03da5_0 + - wrapt=1.17.0=py310h80987f9_0 + - xz=5.6.4=h80987f9_1 + - zeromq=4.3.5=h888dc83_9 + - zipp=3.21.0=py310hca03da5_0 + - zlib=1.3.1=h5f15de7_0 + - zstd=1.5.7=h817c040_0 + - pip: + - importlib-resources==6.5.2 + - nibabel==5.3.2 + - tqdm==4.67.1 +prefix: /Users/jordan/miniconda3/envs/comp3710 From fdbcfe04f12422e5855eaec017cf410a86217351 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 12:41:33 +1000 Subject: [PATCH 74/88] Updated conda environment file to be very basic and only install essentials --- recognition/environment.yml | 154 +++--------------------------------- 1 file changed, 10 insertions(+), 144 deletions(-) diff --git a/recognition/environment.yml b/recognition/environment.yml index 6132fcdb7..c7984c897 100644 --- a/recognition/environment.yml +++ b/recognition/environment.yml @@ -1,149 +1,15 @@ name: comp3710 channels: - - defaults - - conda-forge - pytorch + - defaults dependencies: - - aom=3.6.0=h313beb8_0 - - appnope=0.1.4=pyhd8ed1ab_1 - - asttokens=3.0.0=pyhd8ed1ab_1 - - blas=1.0=openblas - - brotli-python=1.0.9=py310h313beb8_9 - - brotlicffi=1.0.9.2=py310h313beb8_1 - - bzip2=1.0.8=h80987f9_6 - - ca-certificates=2025.9.9=hca03da5_0 - - cairo=1.18.4=h191e429_0 - - certifi=2025.8.3=py310hca03da5_0 - - cffi=1.17.1=py310h3eb5a62_1 - - charset-normalizer=3.3.2=pyhd3eb1b0_0 - - comm=0.2.3=pyhe01879c_0 - - contourpy=1.3.1=py310h48ca7d4_0 - - cycler=0.11.0=pyhd3eb1b0_0 - - dav1d=1.2.1=h80987f9_0 - - debugpy=1.8.16=py310h0962b89_0 - - decorator=5.2.1=pyhd8ed1ab_0 - - deprecated=1.2.13=py310hca03da5_0 - - exceptiongroup=1.3.0=pyhd8ed1ab_0 - - executing=2.2.1=pyhd8ed1ab_0 - - expat=2.7.1=h313beb8_0 - - filelock=3.17.0=py310hca03da5_0 - - fontconfig=2.14.1=h6402c1e_3 - - fonttools=4.55.3=py310h80987f9_0 - - freetype=2.13.3=h47d26ad_0 - - fribidi=1.0.10=h1a28f6b_0 - - fsspec=2025.7.0=py310hd096484_0 - - gettext=0.21.0=hbdbcc25_2 - - giflib=5.2.2=h80987f9_0 - - gmp=6.3.0=h313beb8_0 - - gmpy2=2.2.1=py310h5c1b81f_0 - - graphite2=1.3.14=hc377ac9_1 - 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- traitlets=5.14.3=pyhd8ed1ab_1 - - typing_extensions=4.15.0=py310hca03da5_0 - - tzdata=2025b=h04d1e81_0 - - unicodedata2=15.1.0=py310h80987f9_1 - - urllib3=2.5.0=py310hca03da5_0 - - wcwidth=0.2.13=pyhd8ed1ab_1 - - wheel=0.45.1=py310hca03da5_0 - - wrapt=1.17.0=py310h80987f9_0 - - xz=5.6.4=h80987f9_1 - - zeromq=4.3.5=h888dc83_9 - - zipp=3.21.0=py310hca03da5_0 - - zlib=1.3.1=h5f15de7_0 - - zstd=1.5.7=h817c040_0 + - python=3.10 + - pip + - pip: - - importlib-resources==6.5.2 - - nibabel==5.3.2 - - tqdm==4.67.1 -prefix: /Users/jordan/miniconda3/envs/comp3710 + - torch --index-url https://download.pytorch.org/whl/cu118 + - torchvision --index-url https://download.pytorch.org/whl/cu118 + - torchaudio --index-url https://download.pytorch.org/whl/cu118 + - matplotlib + - nibabel + - tqdm From 672fa1bb686c92a92ea2d3df2d747845b67218c0 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 13:14:17 +1000 Subject: [PATCH 75/88] Added function and class comments --- recognition/hipmri2d_unet_45807321/utils.py | 148 ++++++++++++++++---- 1 file changed, 124 insertions(+), 24 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/utils.py b/recognition/hipmri2d_unet_45807321/utils.py index c46356180..0773e03f5 100644 --- a/recognition/hipmri2d_unet_45807321/utils.py +++ b/recognition/hipmri2d_unet_45807321/utils.py @@ -18,16 +18,21 @@ def set_seed(seed: int = 42) -> None: - """Set RNG seeds for Python, NumPy, and PyTorch.""" + """ + Sets the random seed for Python, NumPy, and PyTorch for reproducible results. + + Args: + seed: The integer seed value to use. + """ random.seed(seed) np.random.seed(seed) torch.manual_seed(seed) torch.cuda.manual_seed_all(seed) # no-op if CUDA not available torch.backends.cudnn.deterministic = True torch.backends.cudnn.benchmark = False - # --------------------------- +# --------------------------- # Tensor helpers # --------------------------- @@ -35,22 +40,40 @@ def set_seed(seed: int = 42) -> None: def to_device( batch: Dict[str, torch.Tensor], device: torch.device ) -> Dict[str, torch.Tensor]: - """Move a dict of tensors (e.g., from dataset) to device.""" + """ + Moves a dictionary of tensors to the specified device (e.g., 'cuda' or 'cpu'). + + Args: + batch: A dictionary where keys are strings and values are tensors + (or other data types which will be ignored). + device: The target torch.device to move tensors to. + + Returns: + A new dictionary with all tensor values moved to the specified device. + """ out = {} for k, v in batch.items(): if isinstance(v, torch.Tensor): out[k] = v.to(device, non_blocking=True) else: - out[k] = v + out[k] = v # Keep non-tensor items (like paths) as-is return out def labels_to_onehot(y: torch.Tensor, num_classes: int) -> torch.Tensor: """ - Convert integer labels [B,H,W] -> one-hot [B,C,H,W]. + Converts a batch of integer label masks to a one-hot encoded format. + + Args: + y: A tensor of integer labels with shape [B, H, W]. + num_classes: The total number of classes (C). + + Returns: + A one-hot encoded tensor with shape [B, C, H, W]. """ # y expected long dtype; ensure safety. y = y.long() + # F.one_hot creates [B, H, W, C], permute to [B, C, H, W] return F.one_hot(y, num_classes=num_classes).permute(0, 3, 1, 2).float() @@ -64,16 +87,24 @@ def dice_per_class_from_logits( logits: torch.Tensor, y_true: torch.Tensor, eps: float = 1e-6 ) -> torch.Tensor: """ - Dice per class given logits and integer labels. - - logits: [B,C,H,W] - - y_true: [B,H,W] with class ids 0..C-1 - Returns: [C] dice scores. + Calculates the Dice score for each class from raw logits. + + Args: + logits: The model's raw output tensor [B, C, H, W]. + y_true: The ground truth integer labels [B, H, W]. + eps: A small epsilon value to prevent division by zero. + + Returns: + A 1D tensor of shape [C] containing the Dice score for each class. """ num_classes = logits.size(1) - probs = torch.softmax(logits, dim=1) # [B,C,H,W] - y_1h = labels_to_onehot(y_true, num_classes) # [B,C,H,W] + probs = torch.softmax(logits, dim=1) # [B, C, H, W] + y_1h = labels_to_onehot(y_true, num_classes) # [B, C, H, W] + + # Sum over batch (0) and spatial dims (2, 3) num = 2.0 * (probs * y_1h).sum(dim=(0, 2, 3)) den = (probs * probs).sum(dim=(0, 2, 3)) + (y_1h * y_1h).sum(dim=(0, 2, 3)) + eps + return num / den @@ -81,19 +112,29 @@ def dice_loss_from_logits( logits: torch.Tensor, y_true_1h: torch.Tensor, eps: float = 1e-6 ) -> torch.Tensor: """ - Soft Dice loss using one-hot target. - - logits: [B,C,H,W] - - y_true_1h: [B,C,H,W] + Calculates the soft Dice loss from raw logits. + This function expects the target to already be one-hot encoded. + + Args: + logits: The model's raw output tensor [B, C, H, W]. + y_true_1h: The ground truth one-hot encoded labels [B, C, H, W]. + eps: A small epsilon value to prevent division by zero. + + Returns: + A scalar tensor representing the mean Dice loss (1.0 - mean_dice). """ probs = torch.softmax(logits, dim=1) + + # Sum over batch (0) and spatial dims (2, 3) num = 2.0 * (probs * y_true_1h).sum(dim=(0, 2, 3)) den = ( (probs * probs).sum(dim=(0, 2, 3)) + (y_true_1h * y_true_1h).sum(dim=(0, 2, 3)) + eps ) - dice = num / den - return 1.0 - dice.mean() + + dice_per_class = num / den + return 1.0 - dice_per_class.mean() # Mean loss across classes # --------------------------- @@ -103,9 +144,11 @@ def dice_loss_from_logits( class CEDiceLoss(torch.nn.Module): """ - CE + Dice combined loss. - - alpha_ce: weight for CrossEntropy - - alpha_dice: weight for Dice (targets one-hot internally) + A combined loss function that is a weighted sum of Cross-Entropy + and Dice loss. + + This is useful for segmentation tasks to balance pixel-wise accuracy (CE) + with spatial overlap (Dice). """ def __init__( @@ -115,6 +158,15 @@ def __init__( alpha_dice: float = 0.5, ignore_index: int | None = None, ): + """ + Initializes the CEDiceLoss module. + + Args: + num_classes: The number of classes for one-hot encoding. + alpha_ce: The weight for the Cross-Entropy loss component. + alpha_dice: The weight for the Dice loss component. + ignore_index: An optional class index to ignore in CE loss. + """ super().__init__() self.num_classes = num_classes self.alpha_ce = alpha_ce @@ -122,13 +174,27 @@ def __init__( self.ignore_index = ignore_index def forward(self, logits: torch.Tensor, y_true: torch.Tensor) -> torch.Tensor: - # y_true expected as class ids [B,H,W] + """ + Calculates the combined loss. + + Args: + logits: The model's raw output tensor [B, C, H, W]. + y_true: The ground truth integer labels [B, H, W]. + + Returns: + A scalar tensor representing the final combined loss. + """ + # Calculate Cross-Entropy loss if self.ignore_index is None: loss_ce = F.cross_entropy(logits, y_true) else: loss_ce = F.cross_entropy(logits, y_true, ignore_index=self.ignore_index) + + # Calculate Dice loss y_1h = labels_to_onehot(y_true, num_classes=self.num_classes) loss_dice = dice_loss_from_logits(logits, y_1h) + + # Combine losses return self.alpha_ce * loss_ce + self.alpha_dice * loss_dice @@ -139,16 +205,30 @@ def forward(self, logits: torch.Tensor, y_true: torch.Tensor) -> torch.Tensor: @dataclass class AvgMeter: + """ + A simple data class to track the running average of a metric. + """ + total: float = 0.0 count: int = 0 def update(self, val: float, n: int = 1) -> None: + """ + Updates the meter with a new value and count. + + Args: + val: The value to add (e.g., loss for a batch). + n: The number of items this value represents (e.g., batch size). + """ self.total += float(val) * n self.count += n @property def avg(self) -> float: - return self.total / max(self.count, 1) + """Calculates the current average.""" + return self.total / max(self.count, 1) # Avoid division by zero + + # --------------------------- # Checkpoint helpers # --------------------------- @@ -161,7 +241,16 @@ def save_checkpoint( epoch: int | None = None, extra: Dict | None = None, ) -> None: - """Save model state dict (and optional optimizer/epoch/extra) to path.""" + """ + Saves a model checkpoint to a .pt file. + + Args: + path: The full path to save the checkpoint file (e.g., 'outputs/best.pt'). + model: The model to save (state_dict will be saved). + optimizer: An optional optimizer to save (state_dict will be saved). + epoch: An optional epoch number to save. + extra: An optional dictionary of extra data to save (e.g., val_loss). + """ os.makedirs(os.path.dirname(path) or ".", exist_ok=True) state = {"model": model.state_dict()} if optimizer is not None: @@ -179,9 +268,20 @@ def load_checkpoint( optimizer: torch.optim.Optimizer | None = None, map_location: str | torch.device = "cpu", ) -> Dict: - """Load state dicts into model/optimizer; returns checkpoint dict.""" + """ + Loads a model checkpoint from a .pt file. + + Args: + path: The full path to the checkpoint file. + model: The model instance to load the state_dict into. + optimizer: An optional optimizer instance to load the state_dict into. + map_location: The device to load the checkpoint onto. + + Returns: + The full checkpoint dictionary that was loaded. + """ ckpt = torch.load(path, map_location=map_location) model.load_state_dict(ckpt["model"]) if optimizer is not None and "optimizer" in ckpt: optimizer.load_state_dict(ckpt["optimizer"]) - return ckpt \ No newline at end of file + return ckpt From 3cb453b870ceb26206ac8976ac1bb910b99adfe3 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 13:15:13 +1000 Subject: [PATCH 76/88] Added function and class comments --- recognition/hipmri2d_unet_45807321/dataset.py | 155 +++++++++++++----- 1 file changed, 111 insertions(+), 44 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/dataset.py b/recognition/hipmri2d_unet_45807321/dataset.py index 81e0f2a76..548bb9c03 100644 --- a/recognition/hipmri2d_unet_45807321/dataset.py +++ b/recognition/hipmri2d_unet_45807321/dataset.py @@ -34,10 +34,16 @@ def _canonical_key(p: Path) -> str: """ - Standardize filenames so image/mask match on the same key. - Example: - 'case_001_slice_0.nii.gz' -> '001_slice_0' - 'seg_001-slice_0.nii.gz' -> '001_slice_0' + Standardizes a Nifti filename to create a canonical key for matching. + + This allows 'case_001_slice_0.nii.gz' and 'seg_001-slice_0.nii.gz' + to both map to the same key '001_slice_0'. + + Args: + p: The Path object to the file. + + Returns: + A standardized string key. """ name = p.stem.lower() if ".nii" in name: # Handle double extensions like .nii.gz @@ -52,16 +58,43 @@ def _canonical_key(p: Path) -> str: class RandomAugment2D: - """Apply identical random flips/rotation to image and mask (train only).""" + """ + Apply identical random geometric augmentations to an image and mask tensor. + + This is a callable class. + """ def __init__( self, max_rot_deg: float = 10.0, p_hflip: float = 0.5, p_vflip: float = 0.5 ): + """ + Initializes the augmentation transform. + + Args: + max_rot_deg: Maximum angle (in degrees) for random rotation. + p_hflip: Probability of a horizontal flip. + p_vflip: Probability of a vertical flip. + """ self.max_rot_deg = max_rot_deg self.p_hflip = p_hflip self.p_vflip = p_vflip - def __call__(self, img: torch.Tensor, mask: torch.Tensor): + def __call__( + self, img: torch.Tensor, mask: torch.Tensor + ) -> Tuple[torch.Tensor, torch.Tensor]: + """ + Applies the configured random augmentations to an image and mask. + + Ensures that the same random transformation is applied to both inputs + and that 'NEAREST' interpolation is used for the mask. + + Args: + img: The image tensor, expected shape [1, H, W]. + mask: The mask tensor, expected shape [H, W]. + + Returns: + A tuple of (augmented_img, augmented_mask). + """ # Add channel dim to mask for transforms [H,W] -> [1,H,W] mask = mask[None, ...] @@ -79,7 +112,6 @@ def __call__(self, img: torch.Tensor, mask: torch.Tensor): img = F.rotate( img, angle, interpolation=F.InterpolationMode.BILINEAR, fill=0 ) - # --- FIX 1: Corrected typo InterpolATIONMode -> InterpolationMode --- mask = F.rotate( mask, angle, interpolation=F.InterpolationMode.NEAREST, fill=0 ) @@ -90,7 +122,7 @@ def __call__(self, img: torch.Tensor, mask: torch.Tensor): class HipMRI2DSegDataset(Dataset): """ - Dataset for HipMRI 2D Nifti slices. + A PyTorch Dataset for loading 2D Nifti slices from the HipMRI_Study_open dataset. Expected folder layout inside ./HipMRI_Study_open: keras_slices_train/ @@ -105,15 +137,26 @@ def __init__( self, data_root: Path = DEFAULT_DATA_ROOT, split: str = "train", - # normalize_meanstd: Optional[Tuple[float, float]] = None, # Removed train_augment: bool = False, max_rot_deg: float = 10.0, ): + """ + Initializes the dataset. + + This method scans the data directories, matches image and mask + files based on their canonical keys, and sets up the augmentation + pipeline for the training split. + + Args: + data_root: The root directory of the 'HipMRI_Study_open' dataset. + split: The dataset split to load ("train", "validate", or "test"). + train_augment: Whether to apply augmentations (only used if split="train"). + max_rot_deg: Maximum rotation angle for augmentation. + """ super().__init__() self.data_root = Path(data_root) assert split in {"train", "validate", "test"} # enforce valid split names self.split = split - # self.normalize_meanstd = normalize_meanstd # Removed # Locate image/mask directories by split img_dir = ( @@ -167,18 +210,33 @@ def __init__( else None ) - def __len__(self): - """Number of paired samples.""" + def __len__(self) -> int: + """Returns the total number of paired samples in this split.""" return len(self.pairs) - # --- _normalize method removed --- - - def __getitem__(self, idx: int): - """Load one (image, mask) pair; apply augments and preprocessing.""" + def __getitem__(self, idx: int) -> Dict[str, torch.Tensor | str]: + """ + Loads and preprocesses a single image/mask pair. + + Steps: + 1. Loads Nifti image and mask data. + 2. Applies instance-wise z-score normalization to the image. + 3. Converts both to PyTorch tensors. + 4. Center-crops the pair to the target size (256, 128). + 5. Applies augmentations if this is the training set. + + Args: + idx: The index of the sample to retrieve. + + Returns: + A dictionary containing: + - "image": The preprocessed image tensor [1, 256, 128]. + - "mask": The preprocessed mask tensor [256, 128]. + - "image_path": String path to the original image. + - "mask_path": String path to the original mask. + """ img_path, mask_path = self.pairs[idx] - # --- MODIFIED: Load Nifti files using logic from load_data_2D --- - # Load image img = nib.load(img_path).get_fdata(caching="unchanged") if len(img.shape) == 3: @@ -190,21 +248,16 @@ def __getitem__(self, idx: int): if len(mask.shape) == 3: mask = mask[:, :, 0] # Take first slice - # Apply per-image z-score normalization (from load_data_2D) + # Apply per-image z-score normalization mean = img.mean() std = img.std() img = (img - mean) / (std + 1e-8) # Add epsilon for safety # Convert to Tensors - # Add channel dim to image: [H,W] -> [1,H,W] - img_t = torch.from_numpy(img)[None, ...] - # Mask should be LongTensor: [H,W] - mask_t = torch.from_numpy(mask.astype(np.int64)) + img_t = torch.from_numpy(img)[None, ...] # [1, H, W] + mask_t = torch.from_numpy(mask.astype(np.int64)) # [H, W] - # --- Data already contains labels [0, 1, 2, 3, 4, 5] --- - - # --- MODIFIED: Robust center-crop to (256, 128) --- - # This handles (256, 144), etc. + # Robust center-crop to (256, 128) target_h, target_w = 256, 128 _, current_h, current_w = img_t.shape @@ -221,8 +274,6 @@ def __getitem__(self, idx: int): if self.augment: img_t, mask_t = self.augment(img_t, mask_t) - # self._normalize(img_t) call removed - return { "image": img_t, "mask": mask_t, @@ -235,12 +286,17 @@ def make_loaders( data_root: Path = DEFAULT_DATA_ROOT, batch_size: int = DEFAULT_BATCH_SIZE, num_workers: int = DEFAULT_NUM_WORKERS, - # normalize_meanstd: Optional[Tuple[float, float]] = None, # Removed -): +) -> Tuple[DataLoader, DataLoader, DataLoader]: """ - Convenience factory: returns (train_loader, val_loader, test_loader). - - Shuffles only the training loader. - - Leaves val/test deterministic. + Creates and returns the train, validation, and test DataLoaders. + + Args: + data_root: The root directory of the 'HipMRI_Study_open' dataset. + batch_size: The batch size for all loaders. + num_workers: The number of worker processes for data loading. + + Returns: + A tuple of (train_loader, val_loader, test_loader). """ train_ds = HipMRI2DSegDataset(data_root, "train", train_augment=True) val_ds = HipMRI2DSegDataset(data_root, "validate") @@ -271,29 +327,43 @@ def make_loaders( if __name__ == "__main__": - # --- MODIFIED: Main block for shape and MASK VALUE verification --- + """ + Runs a verification script when the dataset is executed directly. + + This will scan all dataset splits and report on: + 1. Total number of samples found. + 2. Any image/mask shape mismatches. + 3. All unique image shapes (H, W) found after processing. + 4. All unique mask values (class labels) found. + """ print(f"[HipMRI] Using data_root: {DEFAULT_DATA_ROOT}") print("Running dataset shape verification...") all_shapes = set() - all_mask_values = set() # Check mask values + all_mask_values = set() + + def check_dataset_shapes(name: str, dataset: HipMRI2DSegDataset) -> Tuple[set, set]: + """ + Scans a dataset split, checking and reporting shapes and mask values. - def check_dataset_shapes(name: str, dataset: HipMRI2DSegDataset): + Args: + name: The name of the split (e.g., "train"). + dataset: The HipMRI2DSegDataset instance to check. + + Returns: + A tuple of (set_of_shapes, set_of_mask_values). + """ print(f"\nChecking dataset: {name} ({len(dataset)} samples)") shapes = set() mask_vals = set() - # Wrap dataset iteration with tqdm for a progress bar for i in tqdm(range(len(dataset)), desc=f"Scanning {name}"): try: - # Use __getitem__ to load and process the data sample = dataset[i] img_shape = tuple(sample["image"].shape[1:]) # (H, W) mask_shape = tuple(sample["mask"].shape) # (H, W) - # Check mask values AFTER processing mask_vals.update(torch.unique(sample["mask"]).numpy().tolist()) - current_shape = img_shape if img_shape != mask_shape: @@ -310,7 +380,6 @@ def check_dataset_shapes(name: str, dataset: HipMRI2DSegDataset): print(f"-> Found unique mask values for {name}: {sorted(list(mask_vals))}") return shapes, mask_vals - # Instantiate datasets try: train_ds = HipMRI2DSegDataset(DEFAULT_DATA_ROOT, "train") val_ds = HipMRI2DSegDataset(DEFAULT_DATA_ROOT, "validate") @@ -332,13 +401,11 @@ def check_dataset_shapes(name: str, dataset: HipMRI2DSegDataset): print(f"All unique (H, W) shapes found: {all_shapes}") print(f"All unique mask values found: {sorted(list(all_mask_values))}") - # MODIFIED: Changed confirmation message to 256x128 if len(all_shapes) == 1 and (256, 128) in all_shapes: print("Confirmation: All images are 256x128.") else: print("WARNING: Not all images are 256x128 or multiple sizes found.") - # --- FIX 3: Updated check for 6 classes --- if all(v in [0, 1, 2, 3, 4, 5] for v in all_mask_values): print("Confirmation: All mask values are valid (0, 1, 2, 3, 4, 5).") else: From ce1b7b79a8728ab71f6907928e809d3702bbd2bf Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 13:15:59 +1000 Subject: [PATCH 77/88] Added more detailed function and class comments --- recognition/hipmri2d_unet_45807321/modules.py | 198 +++++++++++++++--- 1 file changed, 169 insertions(+), 29 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/modules.py b/recognition/hipmri2d_unet_45807321/modules.py index f20b020b0..00769ec8b 100644 --- a/recognition/hipmri2d_unet_45807321/modules.py +++ b/recognition/hipmri2d_unet_45807321/modules.py @@ -18,8 +18,13 @@ # Helper function for weight initialization def init_kaiming_normal_(m: nn.Module) -> None: """ - He (Kaiming) init for conv/convtranspose; BatchNorm gamma=1, beta=0. - Call with model.apply(init_kaiming_normal_). + Applies He (Kaiming) initialization to Conv2d and ConvTranspose2d layers + and initializes BatchNorm2d layers. + + Call with `model.apply(init_kaiming_normal_)`. + + Args: + m: The module to initialize. """ if isinstance(m, (nn.Conv2d, nn.ConvTranspose2d)): nn.init.kaiming_normal_(m.weight, nonlinearity="relu") @@ -37,11 +42,20 @@ def init_kaiming_normal_(m: nn.Module) -> None: class _ContextModule(nn.Module): """ - Corresponds to 'context module' in the diagram. - Two 3x3 Conv2d layers, each followed by BatchNorm and ReLU. + The 'context module' from the diagram. + + A block consisting of two sequential 3x3 convolutions, each followed + by BatchNorm and ReLU. This block maintains the input resolution. """ def __init__(self, in_channels: int, out_channels: int): + """ + Initializes the context module. + + Args: + in_channels: Number of input channels. + out_channels: Number of output channels. + """ super().__init__() self.block = nn.Sequential( nn.Conv2d(in_channels, out_channels, kernel_size=3, padding=1, bias=False), @@ -53,16 +67,34 @@ def __init__(self, in_channels: int, out_channels: int): ) def forward(self, x: torch.Tensor) -> torch.Tensor: + """ + Runs the forward pass for the context module. + + Args: + x: Input tensor. + + Returns: + Output tensor. + """ return self.block(x) class _DownsamplingModule(nn.Module): """ - Corresponds to '3x3x3 stride 2 convolution' in the diagram. - For 2D, this is a 3x3 Conv2d with stride 2. + The 'downsampling module' from the diagram (3x3 stride 2 convolution). + + A 3x3 strided convolution block that halves the spatial dimensions (H, W) + and increases the channel count. """ def __init__(self, in_channels: int, out_channels: int): + """ + Initializes the downsampling module. + + Args: + in_channels: Number of input channels. + out_channels: Number of output channels. + """ super().__init__() self.conv = nn.Sequential( nn.Conv2d( @@ -78,30 +110,67 @@ def __init__(self, in_channels: int, out_channels: int): ) def forward(self, x: torch.Tensor) -> torch.Tensor: + """ + Runs the forward pass for the downsampling module. + + Args: + x: Input tensor. + + Returns: + Output tensor. + """ return self.conv(x) class _UpsamplingModule(nn.Module): """ - Corresponds to 'upsampling module' in the diagram. - ConvTranspose2d with kernel_size=2, stride=2. + The 'upsampling module' from the diagram. + + A 2x2 transposed convolution that doubles the spatial dimensions (H, W) + and halves the channel count. """ def __init__(self, in_channels: int, out_channels: int): + """ + Initializes the upsampling module. + + Args: + in_channels: Number of input channels. + out_channels: Number of output channels (typically in_channels // 2). + """ super().__init__() self.up = nn.ConvTranspose2d(in_channels, out_channels, kernel_size=2, stride=2) def forward(self, x: torch.Tensor) -> torch.Tensor: + """ + Runs the forward pass for the upsampling module. + + Args: + x: Input tensor. + + Returns: + Output tensor. + """ return self.up(x) class _LocalizationModule(nn.Module): """ - Corresponds to 'localization module' in the diagram. - Two 3x3 Conv2d layers, each followed by ReLU. BatchNorm is typically included. + The 'localization module' from the diagram, used in the decoder. + + A block consisting of two sequential 3x3 convolutions, each followed + by BatchNorm and ReLU. This is structurally identical to the + _ContextModule but is used on the decoder path. """ def __init__(self, in_channels: int, out_channels: int): + """ + Initializes the localization module. + + Args: + in_channels: Number of input channels (from concatenated skip + upsample). + out_channels: Number of output channels. + """ super().__init__() self.block = nn.Sequential( nn.Conv2d(in_channels, out_channels, kernel_size=3, padding=1, bias=False), @@ -113,20 +182,47 @@ def __init__(self, in_channels: int, out_channels: int): ) def forward(self, x: torch.Tensor) -> torch.Tensor: + """ + Runs the forward pass for the localization module. + + Args: + x: Input tensor. + + Returns: + Output tensor. + """ return self.block(x) class _SegmentationLayer(nn.Module): """ - Corresponds to 'segmentation layer' in the diagram. - A single 1x1 Conv2d. + The 'segmentation layer' from the diagram. + + A single 1x1 convolution used to map feature channels to the final + number of classes. """ def __init__(self, in_channels: int, out_channels: int): + """ + Initializes the segmentation layer. + + Args: + in_channels: Number of input feature channels. + out_channels: Number of output classes. + """ super().__init__() self.conv = nn.Conv2d(in_channels, out_channels, kernel_size=1) def forward(self, x: torch.Tensor) -> torch.Tensor: + """ + Runs the forward pass for the segmentation layer. + + Args: + x: Input tensor. + + Returns: + Output tensor. + """ return self.conv(x) @@ -135,59 +231,69 @@ def forward(self, x: torch.Tensor) -> torch.Tensor: # --------------------------------------------- -class ImprovedUNet(nn.Module): # Keeping the name ImprovedUNet for compatibility +class ImprovedUNet(nn.Module): """ - U-Net-style encoder–decoder with skip connections, based on the provided diagram. - - Architecture: - - Encoder: Uses 'context modules' and '3x3 stride 2 convolutions' for downsampling. - - Bottleneck: A 'context module'. - - Decoder: Uses 'upsampling modules' and 'localization modules' with skip concatenations. - - Segmentation Layers: 1x1 convolutions at the end of each decoder stage and final output. + The complete U-Net style model for HipMRI segmentation, based on the + provided architecture diagram. - Notes: - - Designed for 1-channel 256x128 inputs. - - Output logits are returned without activation; apply softmax in loss/metrics if needed. + This model features an encoder-decoder structure with skip connections + and deep supervision, where segmentation maps from multiple decoder + levels are upscaled and summed for the final output. """ def __init__(self, in_channels: int = 1, num_classes: int = 6): + """ + Initializes the U-Net model. + + Args: + in_channels: Number of input image channels (e.g., 1 for grayscale). + num_classes: Number of output segmentation classes. + """ super().__init__() - # Encoder Path + # --- Encoder Path --- + # Level 1 (256x128) self.context1 = _ContextModule(in_channels, 16) self.down1 = _DownsamplingModule(16, 32) + # Level 2 (128x64) self.context2 = _ContextModule(32, 32) self.down2 = _DownsamplingModule(32, 64) + # Level 3 (64x32) self.context3 = _ContextModule(64, 64) self.down3 = _DownsamplingModule(64, 128) + # Level 4 (32x16) self.context4 = _ContextModule(128, 128) self.down4 = _DownsamplingModule(128, 256) - # Bottleneck (deepest context module) + # --- Bottleneck --- (16x8) self.bottleneck = _ContextModule(256, 256) - # Decoder Path + # --- Decoder Path --- + # Level 4 (32x16) self.up4 = _UpsamplingModule(256, 128) self.loc4 = _LocalizationModule( 128 + 128, 128 ) # Concatenates upsampled with context4 output self.seg4 = _SegmentationLayer(128, num_classes) + # Level 3 (64x32) self.up3 = _UpsamplingModule(128, 64) self.loc3 = _LocalizationModule( 64 + 64, 64 ) # Concatenates upsampled with context3 output self.seg3 = _SegmentationLayer(64, num_classes) + # Level 2 (128x64) self.up2 = _UpsamplingModule(64, 32) self.loc2 = _LocalizationModule( 32 + 32, 32 ) # Concatenates upsampled with context2 output self.seg2 = _SegmentationLayer(32, num_classes) + # Level 1 (256x128) self.up1 = _UpsamplingModule(32, 16) self.loc1 = _LocalizationModule( 16 + 16, 16 @@ -200,6 +306,15 @@ def __init__(self, in_channels: int = 1, num_classes: int = 6): self.apply(init_kaiming_normal_) def forward(self, x: torch.Tensor) -> torch.Tensor: + """ + Runs the forward pass of the U-Net. + + Args: + x: The input batch of images [B, C_in, H, W]. + + Returns: + The raw logits for each class [B, C_out, H, W]. + """ # Encoder # Level 1 x_c1 = self.context1(x) # [B, 16, H, W] @@ -268,18 +383,43 @@ def create_model( in_channels: int = 1, num_classes: int = 6, # Removed base and p_drop as they are not used by this architecture ) -> ImprovedUNet: - """Factory for quick construction (useful in train.py).""" + """ + Factory function for quick construction of the ImprovedUNet model. + + Args: + in_channels: Number of input image channels. + num_classes: Number of output segmentation classes. + + Returns: + An instance of the ImprovedUNet model. + """ return ImprovedUNet(in_channels=in_channels, num_classes=num_classes) def count_params(model: nn.Module) -> int: - """Return the number of trainable parameters (for logs/README).""" + """ + Calculates the total number of trainable parameters in a model. + + Args: + model: The PyTorch model (nn.Module). + + Returns: + The integer count of trainable parameters. + """ return sum(p.numel() for p in model.parameters() if p.requires_grad) + + # ----------------------------------------------------------------- # --- Sanity Check --- # ----------------------------------------------------------------- if __name__ == "__main__": + """ + Runs a sanity check when the script is executed directly. + + Creates a model, passes a dummy tensor, and asserts that the + output shape is correct. + """ print("Testing the U-Net model based on diagram (2D adaptation)...") net = create_model(in_channels=1, num_classes=6) @@ -296,4 +436,4 @@ def count_params(model: nn.Module) -> int: assert ( tuple(y.shape) == expected_output_shape ), f"Output shape mismatch! Expected {expected_output_shape}, got {tuple(y.shape)}" - print("Output shape is correct!") \ No newline at end of file + print("Output shape is correct!") From f036373052df769a3e3795aeace66ca0d49200d7 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 13:16:54 +1000 Subject: [PATCH 78/88] Moved conda environment file to a more appropriate location --- recognition/{ => hipmri2d_unet_45807321}/environment.yml | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename recognition/{ => hipmri2d_unet_45807321}/environment.yml (100%) diff --git a/recognition/environment.yml b/recognition/hipmri2d_unet_45807321/environment.yml similarity index 100% rename from recognition/environment.yml rename to recognition/hipmri2d_unet_45807321/environment.yml From 9e486e61455369bc785400a88e409c2c5cb52b24 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 13:33:59 +1000 Subject: [PATCH 79/88] Started adding to the readme file with basic guide on how to actually run the code with the correct environment and required setup --- recognition/hipmri2d_unet_45807321/README.md | 95 ++++++++++++++++++++ 1 file changed, 95 insertions(+) diff --git a/recognition/hipmri2d_unet_45807321/README.md b/recognition/hipmri2d_unet_45807321/README.md index e69de29bb..813928690 100644 --- a/recognition/hipmri2d_unet_45807321/README.md +++ b/recognition/hipmri2d_unet_45807321/README.md @@ -0,0 +1,95 @@ +# HipMRI 2D Segmentation + +This repository contains the code for a 2D U-Net model for 6-class segmentation of HipMRI scans. The model uses a deep supervision architecture, and the code provides a full pipeline for training, evaluation, and visual inference. + +## 📊 Example Results + +Here are the training curves and example predictions from a 20-epoch run with the default settings. + +![Training Curves](./outputs/curves.png) +![Example Predictions](./outputs/preview_overlays.png) + +_(Note: To make these images visible in your repo, you'll need to run the code once, then commit and push the `outputs/curves.png` and `outputs/preview_overlays.png` files.)_ + +--- + +## 🚀 How to Run + +Follow these steps to set up the environment, download the data, and run the code. + +### 1. Get the Code + +Clone the repository and navigate to the project directory: + +```bash +git clone [https://github.com/rike568/PatternAnalysis-2025.git](https://github.com/rike568/PatternAnalysis-2025.git) +cd PatternAnalysis-2025 +git checkout topic-recognition +cd recognition/hipmri2d_unet_45807321 +``` + +### 2\. Set Up the Environment + +You will need Conda to replicate the environment. + +1. **Install Conda:** If you don't have it, please [install Miniconda](https://docs.conda.io/en/latest/miniconda.html) for your system. + +2. **Create the Environment:** Use the provided `environment.yml` file to create the conda environment. This will install all required packages. + + ```bash + conda env create -f environment.yml + ``` + +3. **Activate the Environment:** Before running any scripts, you must activate the new environment: + + ```bash + conda activate comp3710 + ``` + +### 3\. Download the Dataset + +The code requires the `HipMRI_Study_open` dataset. + +**Rangpur Location:** + +If you are on the `rangpur` server, you can copy the data directly from the group directory: + +```bash +# This copies the dataset into your current folder +cp -r /home/groups/comp3710/HipMRI_Study_open/keras_slices_data HipMRI_Study_open +``` + +Your final folder structure should look like this: + +``` +hipmri2d_unet_45807321/ +├── HipMRI_Study_open/ +│ ├── keras_slices_train/ +│ ├── keras_slices_seg_train/ +│ ├── keras_slices_validate/ +│ ├── keras_slices_seg_validate/ +│ ├── keras_slices_test/ +│ └── keras_slices_seg_test/ +├── train.py +├── predict.py +├── dataset.py +├── modules.py +├── utils.py +└── environment.yml +``` + +### 4\. Train the Model + +With the `comp3710` environment active, you can run the training script. Checkpoints and results will be saved to the `outputs/` folder. + +```bash +python train.py +``` + +### 5\. Run Predictions + +After training, you can run inference on the test set. This will load the `best.pt` checkpoint and save visual predictions to `outputs/predictions/`. + +```bash +python predict.py +``` From bb9941e8b572647f4729bbe15335074d3ba23fe1 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 13:41:55 +1000 Subject: [PATCH 80/88] Added assets that will be used in the report and adjust the readme to be more detailed when executing with custom hyperparameters --- recognition/hipmri2d_unet_45807321/README.md | 33 ++++++++++++++++-- .../report_assets/curves.png | Bin 0 -> 125052 bytes .../report_assets/preview_overlays.png | Bin 0 -> 698543 bytes .../report_assets/sample_000_00_gt.png | Bin 0 -> 1618 bytes .../report_assets/sample_000_00_input.png | Bin 0 -> 34074 bytes .../report_assets/sample_000_00_overlay.png | Bin 0 -> 36741 bytes .../report_assets/sample_000_00_pred.png | Bin 0 -> 1589 bytes .../report_assets/sample_000_01_gt.png | Bin 0 -> 1634 bytes .../report_assets/sample_000_01_input.png | Bin 0 -> 34402 bytes .../report_assets/sample_000_01_overlay.png | Bin 0 -> 36361 bytes .../report_assets/sample_000_01_pred.png | Bin 0 -> 1601 bytes .../report_assets/sample_000_02_gt.png | Bin 0 -> 1886 bytes .../report_assets/sample_000_02_input.png | Bin 0 -> 37508 bytes .../report_assets/sample_000_02_overlay.png | Bin 0 -> 40280 bytes 14 files changed, 30 insertions(+), 3 deletions(-) create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/curves.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/preview_overlays.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_00_gt.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_00_input.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_00_overlay.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_00_pred.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_01_gt.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_01_input.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_01_overlay.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_01_pred.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_02_gt.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_02_input.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_02_overlay.png diff --git a/recognition/hipmri2d_unet_45807321/README.md b/recognition/hipmri2d_unet_45807321/README.md index 813928690..f11d4044c 100644 --- a/recognition/hipmri2d_unet_45807321/README.md +++ b/recognition/hipmri2d_unet_45807321/README.md @@ -6,8 +6,8 @@ This repository contains the code for a 2D U-Net model for 6-class segmentation Here are the training curves and example predictions from a 20-epoch run with the default settings. -![Training Curves](./outputs/curves.png) -![Example Predictions](./outputs/preview_overlays.png) +![Training Curves](./report_assets/curves.png) +![Example Predictions](./report_assets/preview_overlays.png) _(Note: To make these images visible in your repo, you'll need to run the code once, then commit and push the `outputs/curves.png` and `outputs/preview_overlays.png` files.)_ @@ -82,14 +82,41 @@ hipmri2d_unet_45807321/ With the `comp3710` environment active, you can run the training script. Checkpoints and results will be saved to the `outputs/` folder. +**To train with default settings:** +This will use the defaults set in the script (e.g., seed=42, lr=0.0005). + ```bash python train.py ``` +**To train with custom hyperparameters:** +You can override the default settings by providing command-line arguments. + +- `--seed`: Set the random seed (e.g., `--seed 123`). +- `--lr`: Set the learning rate (e.g., `--lr 0.001`). +- `--weight_decay`: Set the Adam weight decay (e.g., `--weight_decay 1e-5`). +- `--grad_clip_norm`: Set the gradient clipping norm (e.g., `--grad_clip_norm 1.0`). + +**Example of a custom run:** +This command trains with a learning rate of 0.001 and a seed of 123. + +```bash +python train.py --lr 0.001 --seed 123 +``` + ### 5\. Run Predictions -After training, you can run inference on the test set. This will load the `best.pt` checkpoint and save visual predictions to `outputs/predictions/`. +After training, you can run inference on the test set. This will load the `best.pt` checkpoint from the `outputs/` folder, calculate final Dice scores, and save visual predictions to `outputs/predictions/`. + +**To run with the default seed (42):** ```bash python predict.py ``` + +**To run with a custom seed:** +You can specify a different seed for reproducibility. + +```bash +python predict.py --seed 123 +``` diff --git a/recognition/hipmri2d_unet_45807321/report_assets/curves.png b/recognition/hipmri2d_unet_45807321/report_assets/curves.png new file mode 100644 index 0000000000000000000000000000000000000000..0b91425c5f466a70f733fad18225948cb352acbc GIT binary patch literal 125052 zcmeFZby!sG+ci9ZfJhlANa}5XsC2gyCSB4f(%mpfC@KgDDy6g_(%mtH2q*{$NO#8o zLk%78xz+o5pXc|y|9<~{$Ke1DGsE83zOHqybFFplS4s-ED38$}L!nTVcW%q5pirbf zC={X3Q4)B@Gs^fOd=qh!ec+^OYvSbk(7_lb|Io?K%GSxs{LwiVV+TibTN_>uZY~ai zYv;_Ioa`J$I61BV>lGZf4yK$LnJ?<#Q^@RYYdNA&bkWFz;EuCz7>WRex+8N#%`IkO z$kmOeYo}%fXVqrXDUH5)lXNbzS2p+QKLMu~da`>+HXN>N*0TfzV2tV-)V~rYo=YGk 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Pz`vI-WW@_a-}w9wt8r?) literal 0 HcmV?d00001 From 0d570c2348afa8c1e0d1b982d58c4cdd7fb07ce2 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 13:57:32 +1000 Subject: [PATCH 82/88] Adjusted how the predictions are saved instead of separate files they are combined into one image --- recognition/hipmri2d_unet_45807321/predict.py | 121 +++++++++++++----- 1 file changed, 86 insertions(+), 35 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/predict.py b/recognition/hipmri2d_unet_45807321/predict.py index 1d35c023e..5b2f61c9e 100644 --- a/recognition/hipmri2d_unet_45807321/predict.py +++ b/recognition/hipmri2d_unet_45807321/predict.py @@ -43,7 +43,7 @@ def _ensure_dir(p: Path) -> None: """ Ensures that a directory exists, creating it if necessary. - + Args: p: The pathlib.Path of the directory to check/create. """ @@ -78,7 +78,7 @@ def colorize(mask_ids: np.ndarray) -> np.ndarray: def tensor_to_uint8_img(x: torch.Tensor) -> np.ndarray: """ Converts a normalized image tensor to a uint8 grayscale image. - + Handles z-score normalized tensors by mapping a rough [-2, 2] range to [0, 1] before scaling to [0, 255]. @@ -91,13 +91,13 @@ def tensor_to_uint8_img(x: torch.Tensor) -> np.ndarray: x = x.detach().cpu().float() if x.ndim == 3 and x.size(0) == 1: x = x[0] # Squeeze channel dim - + # Check if tensor is z-score normalized (values outside [0, 1]) x_min, x_max = float(x.min()), float(x.max()) if x_min < -0.1 or x_max > 1.1: # Assumes z-score norm, map roughly -2..2 to 0..1 x = (x + 2.0) / 4.0 - + x = torch.clamp(x, 0.0, 1.0) # Clamp to [0, 1] range return (x.numpy() * 255.0).astype(np.uint8) @@ -132,7 +132,7 @@ def overlay( def main() -> None: """ Main function to run inference and visualization. - + - Loads the test dataset. - Loads the best trained model checkpoint. - Calculates and prints per-class Dice scores for the entire test set. @@ -153,7 +153,7 @@ def main() -> None: in_channels=IN_CHANNELS, num_classes=NUM_CLASSES, ).to(device) - + # Load best checkpoint ckpt_path = CKPT_BEST if CKPT_BEST.exists() else CKPT_LAST if ckpt_path.exists(): @@ -162,9 +162,7 @@ def main() -> None: ) print(f"Loaded checkpoint: {ckpt_path}") else: - print( - "⚠️ No checkpoint found — running with random-initialized weights." - ) + print("⚠️ No checkpoint found — running with random-initialized weights.") model.eval() @@ -176,7 +174,7 @@ def main() -> None: vis_count = 0 saved_paths: List[Path] = [] - + print(f"Running evaluation and saving {N_VIS} samples to {PRED_DIR}...") for batch_idx, batch in enumerate(test_loader): batch = to_device(batch, device) @@ -184,7 +182,7 @@ def main() -> None: # Get model prediction logits = model(x) - + # --- Metric Calculation --- dice_c = dice_per_class_from_logits(logits, y_ids) dice_sum += dice_c @@ -192,7 +190,9 @@ def main() -> None: # --- Visualization Saving --- if vis_count < N_VIS: - take = min(N_VIS - vis_count, x.size(0)) # Num samples to take from this batch + take = min( + N_VIS - vis_count, x.size(0) + ) # Num samples to take from this batch for i in range(take): # Convert tensors to numpy images img_u8 = tensor_to_uint8_img(x[i]) @@ -202,24 +202,64 @@ def main() -> None: # Colorize masks pred_rgb = colorize(pred_ids) gt_rgb = colorize(gt_ids) - - # Create overlay - over_rgb = overlay(img_u8, pred_rgb, alpha=0.45) - # Save all 4 panels + # <--- MODIFIED SECTION START ---> + + # --- Create combined plot (like your example) --- + + # NOTE: Your example image shows 3 panels. + # If you also want the 'overlay' panel, change 'n_cols=3' to 'n_cols=4' + # and uncomment the 4th panel (axes[3]) plotting lines below. + + # over_rgb = overlay(img_u8, pred_rgb, alpha=0.45) # Uncomment for 4 panels + + n_cols = 3 # Change to 4 if you want the overlay + fig, axes = plt.subplots( + nrows=1, + ncols=n_cols, + figsize=(n_cols * 5, 5.5), # 5x5 inch per panel + title space + ) + + # Ensure 'axes' is always an array for easy indexing + if n_cols == 1: + axes = np.array([axes]) + else: + axes = axes.flat + + # Panel 1: Original Image + axes[0].imshow(img_u8, cmap="gray") + axes[0].set_title("Original Image") + + # Panel 2: Ground Truth Mask + axes[1].imshow(gt_rgb) + axes[1].set_title("Ground Truth Mask") + + # Panel 3: Predicted Mask + axes[2].imshow(pred_rgb) + axes[2].set_title("Predicted Mask") + + # # Panel 4: Overlay (Optional - uncomment lines below) + # if n_cols >= 4: + # axes[3].imshow(over_rgb) + # axes[3].set_title("Overlay") + + # --- Clean up and Save --- + for ax in axes: + ax.axis("off") + + fig.tight_layout() + base = Path(f"sample_{batch_idx:03d}_{i:02d}") - paths = { - "input": PRED_DIR / f"{base}_input.png", - "gt": PRED_DIR / f"{base}_gt.png", - "pred": PRED_DIR / f"{base}_pred.png", - "over": PRED_DIR / f"{base}_overlay.png", - } - plt.imsave(paths["input"], img_u8, cmap="gray") - plt.imsave(paths["gt"], gt_rgb) - plt.imsave(paths["pred"], pred_rgb) - plt.imsave(paths["over"], over_rgb) - - saved_paths.append(paths["over"]) + save_path = PRED_DIR / f"{base}_combined.png" + + fig.savefig(save_path, dpi=150, bbox_inches="tight") + plt.close(fig) # IMPORTANT: close fig in a loop + + # Add the path of the new combined image for the preview grid + saved_paths.append(save_path) + + # <--- MODIFIED SECTION END ---> + vis_count += 1 # --- Report final metrics --- @@ -235,26 +275,37 @@ def main() -> None: # --- Create preview grid --- if saved_paths: print(f"\nCreating preview grid at {PRED_DIR / 'preview_overlays.png'}...") - # Plot N_VIS images, but max 8 rows - n_rows = min(N_VIS, 8) + + # <--- MODIFIED SECTION START ---> + # Adjust preview grid to better fit the new wide images + n_rows = min(N_VIS, 8) + + # Set a fixed width (e.g., 15 inches) and calculate row height based on + # the 3:1 aspect ratio of the new combined images (n_cols * 5, 5.5) + aspect_ratio = (n_cols * 5) / 5.5 + fig_width = 15.0 + row_height = fig_width / aspect_ratio + fig, axes = plt.subplots( - nrows=n_rows, ncols=1, figsize=(4, 3 * n_rows) + nrows=n_rows, ncols=1, figsize=(fig_width, row_height * n_rows) ) + # <--- MODIFIED SECTION END ---> + if not isinstance(axes, np.ndarray): axes = np.array([axes]) - + for ax, p in zip(axes.flat, saved_paths[:n_rows]): ax.imshow(plt.imread(p)) ax.set_title(p.name) ax.axis("off") - + preview_path = PRED_DIR / "preview_overlays.png" fig.tight_layout() fig.savefig(preview_path, dpi=150) plt.close(fig) - print(f"Saved {len(saved_paths)} sample overlays to: {PRED_DIR}") + print(f"Saved {len(saved_paths)} combined samples to: {PRED_DIR}") print(f"Preview grid saved: {preview_path}") if __name__ == "__main__": - main() \ No newline at end of file + main() From ce04333cff245620d24452168ef10d65b795b201 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 13:58:20 +1000 Subject: [PATCH 83/88] Removed uneeded assets and added new ones made images appear on readme --- recognition/hipmri2d_unet_45807321/README.md | 8 +++----- .../report_assets/preview_overlays.png | Bin 698543 -> 0 bytes .../report_assets/sample_000_00_combined.png | Bin 0 -> 215154 bytes .../report_assets/sample_000_00_gt.png | Bin 1618 -> 0 bytes .../report_assets/sample_000_00_input.png | Bin 34074 -> 0 bytes .../report_assets/sample_000_00_overlay.png | Bin 36741 -> 0 bytes .../report_assets/sample_000_00_pred.png | Bin 1589 -> 0 bytes .../report_assets/sample_000_01_combined.png | Bin 0 -> 215784 bytes .../report_assets/sample_000_01_gt.png | Bin 1634 -> 0 bytes .../report_assets/sample_000_01_input.png | Bin 34402 -> 0 bytes .../report_assets/sample_000_01_overlay.png | Bin 36361 -> 0 bytes .../report_assets/sample_000_01_pred.png | Bin 1601 -> 0 bytes .../report_assets/sample_000_02_combined.png | Bin 0 -> 244595 bytes .../report_assets/sample_000_02_gt.png | Bin 1886 -> 0 bytes .../report_assets/sample_000_02_input.png | Bin 37508 -> 0 bytes .../report_assets/sample_000_02_overlay.png | Bin 40280 -> 0 bytes 16 files changed, 3 insertions(+), 5 deletions(-) delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/preview_overlays.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_00_combined.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_00_gt.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_00_input.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_00_overlay.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_00_pred.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_01_combined.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_01_gt.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_01_input.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_01_overlay.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_01_pred.png create mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_02_combined.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_02_gt.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_02_input.png delete mode 100644 recognition/hipmri2d_unet_45807321/report_assets/sample_000_02_overlay.png diff --git a/recognition/hipmri2d_unet_45807321/README.md b/recognition/hipmri2d_unet_45807321/README.md index f11d4044c..0969e8412 100644 --- a/recognition/hipmri2d_unet_45807321/README.md +++ b/recognition/hipmri2d_unet_45807321/README.md @@ -7,11 +7,9 @@ This repository contains the code for a 2D U-Net model for 6-class segmentation Here are the training curves and example predictions from a 20-epoch run with the default settings. ![Training Curves](./report_assets/curves.png) -![Example Predictions](./report_assets/preview_overlays.png) - -_(Note: To make these images visible in your repo, you'll need to run the code once, then commit and push the `outputs/curves.png` and `outputs/preview_overlays.png` files.)_ - ---- +![Example Predictions 1](./report_assets/sample_000_00_combined.png) +![Example Predictions 2](./report_assets/sample_000_01_combined.png) +![Example Predictions 2](./report_assets/sample_000_02_combined.png) ## 🚀 How to Run diff --git a/recognition/hipmri2d_unet_45807321/report_assets/preview_overlays.png b/recognition/hipmri2d_unet_45807321/report_assets/preview_overlays.png deleted file mode 100644 index b2014856c62c38b92d7a9689c96104456878f8ff..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 698543 zcmd?QWmuG7)HObIONVraAV`P6(4in8Qj!t^0@Bh9A>AN?ARr*1q@Z*wof0zikkTD9 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z)PGYk5&qWH!i;91QWOA5>SkP&l#=tm*f=dYzTW96U%)zp4^J0XceMZBMCh+k`FoLzH^P9#t{x@?2|x@y1rQ}4-G5Hvef8n(zFBBpW@SaDG&MB5@+(u57gQRkrZP z;XRqMj%E~a>g2knq8pe~t4+lFqP9VJLrjn>sN>Jy-EUKYpWw1XgTbxn%fO}y*DL4t zAvV3vR;)HBjd%}Pw`Ypaex1*a$l>aETk|u^8hC`etTR1wp>_VO<VYi07HYTh zwYmL%pPG;4!Cb}utv1n|Z;8~l82Zvt4prgFw%s~+#^{P)b`{tL#-q~C9YJ@Wsvy^% z;eEQ+mBl*BUcLLfIn{YOsAv;>bBSyZ4#K^b0)E3g_qo12B{)1dKmA8kH)NtBFQr3) P1N^8fYbn(zScd%%A^)qK From 98200e25af752a46dd063ca82047dda52b9ad1a0 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 14:05:53 +1000 Subject: [PATCH 84/88] Update readme --- recognition/hipmri2d_unet_45807321/README.md | 13 +++++++++++++ .../report_assets/report_network.png | Bin 2 files changed, 13 insertions(+) rename "recognition/hipmri2d_unet_45807321/report_assets/Screenshot 2025-11-06 at 7.40.06\342\200\257pm.png" => recognition/hipmri2d_unet_45807321/report_assets/report_network.png (100%) diff --git a/recognition/hipmri2d_unet_45807321/README.md b/recognition/hipmri2d_unet_45807321/README.md index 0969e8412..c5e4cb556 100644 --- a/recognition/hipmri2d_unet_45807321/README.md +++ b/recognition/hipmri2d_unet_45807321/README.md @@ -2,6 +2,8 @@ This repository contains the code for a 2D U-Net model for 6-class segmentation of HipMRI scans. The model uses a deep supervision architecture, and the code provides a full pipeline for training, evaluation, and visual inference. +![Network Architecture](./report_assets/report_network.png)[1](#ref-1) + ## 📊 Example Results Here are the training curves and example predictions from a 20-epoch run with the default settings. @@ -11,6 +13,13 @@ Here are the training curves and example predictions from a 20-epoch run with th ![Example Predictions 2](./report_assets/sample_000_01_combined.png) ![Example Predictions 2](./report_assets/sample_000_02_combined.png) +### Dice coefficents + +Per-class Dice: C0:0.982 C1:0.984 C2:0.942 C3:0.970 C4:0.876 C5:0.839 +Mean Dice: 0.932 + + + ## 🚀 How to Run Follow these steps to set up the environment, download the data, and run the code. @@ -118,3 +127,7 @@ You can specify a different seed for reproducibility. ```bash python predict.py --seed 123 ``` + +## References + +1. Isensee, F., Kickingereder, P., Wick, W., Bendszus, M., & Maier-Hein, K. H. (2018). _Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge_. arXiv:1802.10508. Available: [https://arxiv.org/abs/1802.10508](https://arxiv.org/abs/1802.10508) diff --git "a/recognition/hipmri2d_unet_45807321/report_assets/Screenshot 2025-11-06 at 7.40.06\342\200\257pm.png" b/recognition/hipmri2d_unet_45807321/report_assets/report_network.png similarity index 100% rename from "recognition/hipmri2d_unet_45807321/report_assets/Screenshot 2025-11-06 at 7.40.06\342\200\257pm.png" rename to recognition/hipmri2d_unet_45807321/report_assets/report_network.png From 28b571ed155d4a0b732667fca9636de2f3389b6a Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Fri, 7 Nov 2025 15:42:31 +1000 Subject: [PATCH 85/88] Finalised readme by adding some sentences on the algorithm that was used and added all of the project dependencies --- recognition/hipmri2d_unet_45807321/README.md | 74 +++++++++++++++++++- 1 file changed, 72 insertions(+), 2 deletions(-) diff --git a/recognition/hipmri2d_unet_45807321/README.md b/recognition/hipmri2d_unet_45807321/README.md index c5e4cb556..ac0943226 100644 --- a/recognition/hipmri2d_unet_45807321/README.md +++ b/recognition/hipmri2d_unet_45807321/README.md @@ -1,24 +1,51 @@ # HipMRI 2D Segmentation +## About + This repository contains the code for a 2D U-Net model for 6-class segmentation of HipMRI scans. The model uses a deep supervision architecture, and the code provides a full pipeline for training, evaluation, and visual inference. +The problem that I have been tasked with is to create a model that can perform segmentation on the provided hip MRI dataset. More specifically, we are trying to outline the prostate gland so that professionals can more easily look for signs of prostate cancer. To do this, I have created an improved 2D U-Net model that was designed for the purpose of image segmentation, which is exactly what I'm required to do. + +How does this algorithm work? A normal 2D U-Net model works with the standard encoder, decoder, and skip connections. The improved 2D U-Net is similar; however, it just refines it further. For example, instead of utilizing Batch Normalization and ReLU, it instead uses Instance Normalization that will allow for more stable training. The below image shows an example of all the components that make up the 2D Improved U-Net model. + ![Network Architecture](./report_assets/report_network.png)[1](#ref-1) ## 📊 Example Results Here are the training curves and example predictions from a 20-epoch run with the default settings. +### Training Curves + ![Training Curves](./report_assets/curves.png) + +The plot on the left showcase the train_loss and validation_loss over the 20 epochs that were ran. The plot on the right showcases the dice coeffeicent over the 20 epochs. + +## Outputs + +The below are simple images that were created after the prediciton was ran on the model that was created. + +It can be seen that the prediction isn't too far off from the ground truth, but there is still definitely room for improvement as it can bee seen that the model is still doing some underestimations. + +### Output 1 + ![Example Predictions 1](./report_assets/sample_000_00_combined.png) + +### Output 2 + ![Example Predictions 2](./report_assets/sample_000_01_combined.png) + +### Output 3 + ![Example Predictions 2](./report_assets/sample_000_02_combined.png) ### Dice coefficents -Per-class Dice: C0:0.982 C1:0.984 C2:0.942 C3:0.970 C4:0.876 C5:0.839 -Mean Dice: 0.932 +The below are the end dice coefficents that I had after the mdoel was trained. +For the first 4 classes it can be seen that the dice coefficents are excellent, proably due to the fact that these features appear more overtly. For the last features my model still has decent dice coefficeints however, not as good as the first 4 probably due to the fact these features are a lot smaller, so are harder to pinpoint. +Per-class Dice: C0:0.982 C1:0.984 C2:0.942 C3:0.970 C4:0.876 C5:0.839 +Mean Dice: 0.932 ## 🚀 How to Run @@ -128,6 +155,49 @@ You can specify a different seed for reproducibility. python predict.py --seed 123 ``` +# 📦 Project Dependencies: + +This document outlines the software environment and dependencies required for the `comp3710` project, typically sourced from an `environment.yml` or similar configuration file. + +--- + +## 🔗 Configuration Channels + +The following channels are used to locate and download packages: + +- **`pytorch`**: Primary channel for PyTorch-related packages, especially those built with specific CUDA versions. +- **`defaults`**: The standard set of channels used by the package manager (e.g., Anaconda/Miniconda). + +--- + +## 🐍 Core Dependencies (Conda) + +These packages are managed directly by the environment tool (Conda, in this case). + +- **`python=3.10`**: Specifies the required Python version. +- **`pip`**: Ensures the `pip` package installer is available for managing secondary dependencies. + +--- + +## ⚙️ Python Packages (Pip) + +These packages are installed using `pip`, often with specific build configurations. + +| Package Name | Installation Source / Note | Description | +| :---------------- | :--------------------------------------------------- | :------------------------------------------------------------------------------------------------------------------ | +| **`torch`** | `--index-url https://download.pytorch.org/whl/cu118` | The core **PyTorch** library, explicitly compiled for **CUDA 11.8** for GPU acceleration. | +| **`torchvision`** | `--index-url https://download.pytorch.org/whl/cu118` | A package for computer vision, providing datasets, models, and image transformations, also built for **CUDA 11.8**. | +| **`torchaudio`** | `--index-url https://download.pytorch.org/whl/cu118` | A package for audio data, including data loading and transformations, also built for **CUDA 11.8**. | +| **`matplotlib`** | Standard PyPI | A comprehensive library for creating static, animated, and interactive visualizations in Python. | +| **`nibabel`** | Standard PyPI | Provides read/write access to common neuroimaging file formats (e.g., NIfTI, DICOM). | +| **`tqdm`** | Standard PyPI | A fast, extensible progress bar for loops and iterables. | + +--- + +## 🚀 Environment Summary + +This environment is specifically configured for deep learning tasks involving PyTorch, with a strong focus on GPU acceleration (CUDA 11.8), and includes specialized libraries for handling neuroimaging data (`nibabel`) and providing utility (`tqdm`, `matplotlib`). + ## References 1. Isensee, F., Kickingereder, P., Wick, W., Bendszus, M., & Maier-Hein, K. H. (2018). _Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge_. arXiv:1802.10508. Available: [https://arxiv.org/abs/1802.10508](https://arxiv.org/abs/1802.10508) From a843ea1b01abb35d253ff5ad66ef903e63f74ce6 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Sun, 23 Nov 2025 17:09:52 +1000 Subject: [PATCH 86/88] Update gitignore --- .gitignore | 15 ++++++++++++++- 1 file changed, 14 insertions(+), 1 deletion(-) diff --git a/.gitignore b/.gitignore index eabc29d4d..74d14fd07 100644 --- a/.gitignore +++ b/.gitignore @@ -1,2 +1,15 @@ recognition/oasis2d_unet_45807321/OASIS -recognition/hipmri2d_unet_45807321/HipMRI_Study_open \ No newline at end of file +recognition/hipmri2d_unet_45807321/HipMRI_Study_open +recognition/predicts_hip +recognition/predicts_oasis +recognition/final_outputs +recognition/final_outputs_hip +recognition/hip_outputs +recognition/brain_outputs +recognition/oasis2d_unet_45807321/v2 +recognition/oasis2d_unet_45807321/v3 +recognition/oasis2d_unet_45807321/outputs +recognition/oasis2d_unet_45807321/__pycache__ +recognition/hipmri2d_unet_45807321/__pycache__ +settings.json +recognition/hipmri2d_unet_45807321/README.pdf \ No newline at end of file From 024a576bbd049127858a85ee63fb9bdd319603c2 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Sun, 23 Nov 2025 17:10:57 +1000 Subject: [PATCH 87/88] Removed unecessary requirements.txt as request --- .gitignore | 3 ++- requirements.txt | 3 --- 2 files changed, 2 insertions(+), 4 deletions(-) delete mode 100644 requirements.txt diff --git a/.gitignore b/.gitignore index 74d14fd07..3a9161e7e 100644 --- a/.gitignore +++ b/.gitignore @@ -12,4 +12,5 @@ recognition/oasis2d_unet_45807321/outputs recognition/oasis2d_unet_45807321/__pycache__ recognition/hipmri2d_unet_45807321/__pycache__ settings.json -recognition/hipmri2d_unet_45807321/README.pdf \ No newline at end of file +recognition/hipmri2d_unet_45807321/README.pdf +recognition/oasis2d_unet_45807321 \ No newline at end of file diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index 2c475174c..000000000 --- a/requirements.txt +++ /dev/null @@ -1,3 +0,0 @@ -torch -torchvision -torchaudio From d48cd5b1f7783508140ee6829c2a49a6a3449d11 Mon Sep 17 00:00:00 2001 From: rike568 <140146232+rike568@users.noreply.github.com> Date: Sun, 23 Nov 2025 17:11:27 +1000 Subject: [PATCH 88/88] Removed project folder that is not required --- recognition/oasis2d_unet_45807321/README.md | 0 recognition/oasis2d_unet_45807321/dataset.py | 268 ----------------- recognition/oasis2d_unet_45807321/modules.py | 161 ---------- recognition/oasis2d_unet_45807321/predict.py | 233 --------------- recognition/oasis2d_unet_45807321/train.py | 297 ------------------- recognition/oasis2d_unet_45807321/utils.py | 197 ------------ 6 files changed, 1156 deletions(-) delete mode 100644 recognition/oasis2d_unet_45807321/README.md delete mode 100644 recognition/oasis2d_unet_45807321/dataset.py delete mode 100644 recognition/oasis2d_unet_45807321/modules.py delete mode 100644 recognition/oasis2d_unet_45807321/predict.py delete mode 100644 recognition/oasis2d_unet_45807321/train.py delete mode 100644 recognition/oasis2d_unet_45807321/utils.py diff --git a/recognition/oasis2d_unet_45807321/README.md b/recognition/oasis2d_unet_45807321/README.md deleted file mode 100644 index e69de29bb..000000000 diff --git a/recognition/oasis2d_unet_45807321/dataset.py b/recognition/oasis2d_unet_45807321/dataset.py deleted file mode 100644 index d1d26dfd6..000000000 --- a/recognition/oasis2d_unet_45807321/dataset.py +++ /dev/null @@ -1,268 +0,0 @@ -# dataset.py -# OASIS 2D dataloader: -# - auto-locates ./OASIS next to this file -# - pairs image slices (case_...) with masks (seg_...) via a canonical key -# - applies simple train-time geometric augmentation -# - returns PyTorch DataLoaders for train/val/test - -from __future__ import annotations -import os -import random -from pathlib import Path -from typing import List, Optional, Tuple, Dict - -import numpy as np -import torch -from torch.utils.data import Dataset, DataLoader -from torchvision.transforms import functional as F -from PIL import Image - -# --------------------------- -# Defaults / config -# --------------------------- -THIS_DIR = Path(__file__).resolve().parent -DEFAULT_DATA_ROOT = THIS_DIR / "OASIS" # expects six OASIS subfolders under this -DEFAULT_IMG_SIZE = None # images are already 256x256; no resize needed -DEFAULT_BATCH_SIZE = 8 -DEFAULT_NUM_WORKERS = 1 -DEFAULT_NORMALIZE_MEANSTD = (0.5, 0.5) # normalize to roughly N(0,1): (x-0.5)/0.5 - -# --------------------------- -# Simple helpers -# --------------------------- - - -def _canonical_key(p: Path) -> str: - """ - Standardize filenames so image/mask match on the same key. - Example: - 'case_001_slice_0.png' -> '001_slice_0' - 'seg_001-slice_0.png' -> '001_slice_0' - """ - name = p.stem.lower() # drop extension, lowercase - if name.startswith("case_"): - name = name[len("case_") :] - elif name.startswith("seg_"): - name = name[len("seg_") :] - name = name.replace("-", "_") # unify separators - return name - - -def _pil_grayscale(path: Path) -> Image.Image: - """Load an image and ensure single-channel grayscale (mode 'L').""" - img = Image.open(path) - if img.mode != "L": - img = img.convert("L") - return img - - -def _to_tensor01(img_pil: Image.Image) -> torch.Tensor: - """ - Convert grayscale PIL image to FloatTensor in [0,1] with channel dim. - Output shape: [1, H, W] - """ - arr = np.asarray(img_pil, dtype=np.float32)[None, ...] # add channel axis - mn, mx = arr.min(), arr.max() - arr = (arr - mn) / (mx - mn) if mx > mn else arr * 0.0 # safe min-max scale - return torch.from_numpy(arr) - - -def _mask_to_tensor(mask_pil: Image.Image) -> torch.Tensor: - """ - Convert mask to LongTensor of label IDs. - OASIS masks typically use intensities {0,85,170,255}. - """ - arr = np.asarray(mask_pil, dtype=np.int64) - return torch.from_numpy(arr) - - -class RandomAugment2D: - """Apply identical random flips/rotation to image and mask (train only).""" - - def __init__( - self, max_rot_deg: float = 10.0, p_hflip: float = 0.5, p_vflip: float = 0.5 - ): - self.max_rot_deg = max_rot_deg - self.p_hflip = p_hflip - self.p_vflip = p_vflip - - def __call__(self, img: Image.Image, mask: Image.Image): - # Horizontal flip - if random.random() < self.p_hflip: - img = F.hflip(img) - mask = F.hflip(mask) - # Vertical flip - if random.random() < self.p_vflip: - img = F.vflip(img) - mask = F.vflip(mask) - # Small random rotation; bilinear for image, nearest for mask (to preserve labels) - if self.max_rot_deg > 0: - angle = random.uniform(-self.max_rot_deg, self.max_rot_deg) - img = F.rotate( - img, angle, interpolation=F.InterpolationMode.BILINEAR, fill=0 - ) - mask = F.rotate( - mask, angle, interpolation=F.InterpolationMode.NEAREST, fill=0 - ) - return img, mask - - -class Oasis2DSegDataset(Dataset): - """ - Dataset for OASIS 2D slices. - - Expected folder layout inside ./OASIS: - keras_png_slices_train/ - keras_png_slices_validate/ - keras_png_slices_test/ - keras_png_slices_seg_train/ - keras_png_slices_seg_validate/ - keras_png_slices_seg_test/ - """ - - def __init__( - self, - data_root: Path = DEFAULT_DATA_ROOT, - split: str = "train", - normalize_meanstd: Optional[Tuple[float, float]] = DEFAULT_NORMALIZE_MEANSTD, - train_augment: bool = False, - max_rot_deg: float = 10.0, - ): - super().__init__() - self.data_root = Path(data_root) - assert split in {"train", "validate", "test"} # enforce valid split names - self.split = split - self.normalize_meanstd = normalize_meanstd - - # Locate image/mask directories by split - img_dir = ( - self.data_root - / f"keras_png_slices_{'validate' if split=='validate' else split}" - ) - seg_dir = ( - self.data_root - / f"keras_png_slices_seg_{'validate' if split=='validate' else split}" - ) - if not (img_dir.exists() and seg_dir.exists()): - raise FileNotFoundError( - f"Missing expected OASIS folders:\n{img_dir}\n{seg_dir}" - ) - - # List files and build a mask index keyed by canonical names - images = sorted([p for p in img_dir.iterdir() if p.is_file()]) - masks = sorted([p for p in seg_dir.iterdir() if p.is_file()]) - mask_index: Dict[str, Path] = {_canonical_key(m): m for m in masks} - - # Pair image with mask via canonical key - pairs: List[Tuple[Path, Path]] = [] - missing: List[str] = [] - for ip in images: - mp = mask_index.get(_canonical_key(ip)) - if mp is not None: - pairs.append((ip, mp)) - else: - missing.append(ip.name) - - if not pairs: - # Give a hint if nothing matched at all - raise RuntimeError( - "No image/mask pairs found. Check prefixes or directory names.\n" - f"Example image: {images[0].name if images else 'None'}\n" - f"Example mask : {masks[0].name if masks else 'None'}" - ) - if missing: - # Non-fatal: some images missing masks; show a few to aid debugging - print( - f"[OASIS] {len(missing)} images had no mask match (showing first 5): {missing[:5]}" - ) - - self.pairs = pairs - # Only apply augmentation on the training split - self.augment = ( - RandomAugment2D(max_rot_deg=max_rot_deg) - if train_augment and split == "train" - else None - ) - - def __len__(self): - """Number of paired samples.""" - return len(self.pairs) - - def _normalize(self, x: torch.Tensor) -> torch.Tensor: - """Optional mean/std normalization; pass None to skip.""" - if self.normalize_meanstd is None: - return x - mean, std = self.normalize_meanstd - return (x - mean) / (std + 1e-8) - - def __getitem__(self, idx: int): - """Load one (image, mask) pair; apply augments and preprocessing.""" - img_path, mask_path = self.pairs[idx] - img = _pil_grayscale(img_path) - mask = _pil_grayscale(mask_path) - if self.augment: - img, mask = self.augment(img, mask) - img_t = _to_tensor01(img) # FloatTensor [1,H,W] in [0,1] - mask_t = _mask_to_tensor(mask) # LongTensor [H,W] with label IDs - img_t = self._normalize(img_t) # Optionally normalize to ~N(0,1) - return { - "image": img_t, - "mask": mask_t, - "image_path": str(img_path), - "mask_path": str(mask_path), - } - - -def make_loaders( - data_root: Path = DEFAULT_DATA_ROOT, - batch_size: int = DEFAULT_BATCH_SIZE, - num_workers: int = DEFAULT_NUM_WORKERS, - normalize_meanstd: Optional[Tuple[float, float]] = DEFAULT_NORMALIZE_MEANSTD, -): - """ - Convenience factory: returns (train_loader, val_loader, test_loader). - - Shuffles only the training loader. - - Leaves val/test deterministic. - """ - train_ds = Oasis2DSegDataset( - data_root, "train", normalize_meanstd, train_augment=True - ) - val_ds = Oasis2DSegDataset(data_root, "validate", normalize_meanstd) - test_ds = Oasis2DSegDataset(data_root, "test", normalize_meanstd) - - train_loader = DataLoader( - train_ds, - batch_size=batch_size, - shuffle=True, - num_workers=num_workers, - pin_memory=True, - ) - val_loader = DataLoader( - val_ds, - batch_size=batch_size, - shuffle=False, - num_workers=num_workers, - pin_memory=True, - ) - test_loader = DataLoader( - test_ds, - batch_size=batch_size, - shuffle=False, - num_workers=num_workers, - pin_memory=True, - ) - return train_loader, val_loader, test_loader - - -if __name__ == "__main__": - # Sanity check: build loaders and print one batch summary - print(f"[OASIS] Using data_root: {DEFAULT_DATA_ROOT}") - tl, vl, te = make_loaders() - batch = next(iter(tl)) - x, y = batch["image"], batch["mask"] - print( - f"Train batch image shape: {tuple(x.shape)}, dtype={x.dtype}, range=({x.min():.3f},{x.max():.3f})" - ) - print( - f"Train batch mask shape: {tuple(y.shape)}, dtype={y.dtype}, labels(sample0)={torch.unique(y[0]).tolist()}" - ) diff --git a/recognition/oasis2d_unet_45807321/modules.py b/recognition/oasis2d_unet_45807321/modules.py deleted file mode 100644 index 2bab44f94..000000000 --- a/recognition/oasis2d_unet_45807321/modules.py +++ /dev/null @@ -1,161 +0,0 @@ -# modules.py -# Improved U-Net (2D) for HipMRI slices (256x256, 1-channel). -# Returns per-pixel logits [B, C, H, W] (no softmax in the model). - -from __future__ import annotations -import torch -import torch.nn as nn - -__all__ = [ - "conv_block", - "up_block", - "ImprovedUNet", - "init_kaiming_normal_", - "create_model", - "count_params", -] - - -def conv_block(in_ch: int, out_ch: int, p_drop: float = 0.0) -> nn.Sequential: - """ - Two 3×3 Conv2d layers with BatchNorm + ReLU. - Optionally applies Dropout2d at the end (p_drop>0). - """ - return nn.Sequential( - nn.Conv2d(in_ch, out_ch, kernel_size=3, padding=1, bias=False), - nn.BatchNorm2d(out_ch), - nn.ReLU(inplace=True), - nn.Conv2d(out_ch, out_ch, kernel_size=3, padding=1, bias=False), - nn.BatchNorm2d(out_ch), - nn.ReLU(inplace=True), - nn.Dropout2d(p=p_drop) if p_drop > 0 else nn.Identity(), - ) - - -def up_block(in_ch: int, out_ch: int) -> nn.ConvTranspose2d: - """2× upsampling via transposed convolution (kernel=2, stride=2).""" - return nn.ConvTranspose2d(in_ch, out_ch, kernel_size=2, stride=2) - - -def init_kaiming_normal_(m: nn.Module) -> None: - """ - He (Kaiming) init for conv/convtranspose; BatchNorm gamma=1, beta=0. - Call with model.apply(init_kaiming_normal_). - """ - if isinstance(m, (nn.Conv2d, nn.ConvTranspose2d)): - nn.init.kaiming_normal_(m.weight, nonlinearity="relu") - if getattr(m, "bias", None) is not None: - nn.init.zeros_(m.bias) - elif isinstance(m, nn.BatchNorm2d): - nn.init.ones_(m.weight) - nn.init.zeros_(m.bias) - - -class ImprovedUNet(nn.Module): - """ - U-Net-style encoder–decoder with skip connections. - MODIFIED: Uses fixed channel sizes (32, 64, 128, 256, 512). - - Architecture: - - Encoder: 4 levels (ConvBlock ×2 per level) with MaxPool downsampling - - Bottleneck: ConvBlock at deepest level - - Decoder: transposed-conv upsampling + skip concat + ConvBlock - - Head: 1×1 Conv2d to produce logits for num_classes - - Notes: - - Designed for 1-channel 256x256 inputs (divisible by 16 → no size drift). - - Output logits are returned without activation; apply softmax in loss/metrics if needed. - """ - - def __init__( - self, - in_channels: int = 1, - num_classes: int = 4, - p_drop: float = 0.0, - ): - super().__init__() - - # Encoder - MODIFIED to use fixed channels - self.enc1 = conv_block(in_channels, 32, p_drop) - self.pool1 = nn.MaxPool2d(2) - - self.enc2 = conv_block(32, 64, p_drop) - self.pool2 = nn.MaxPool2d(2) - - self.enc3 = conv_block(64, 128, p_drop) - self.pool3 = nn.MaxPool2d(2) - - self.enc4 = conv_block(128, 256, p_drop) - self.pool4 = nn.MaxPool2d(2) - - # Bottleneck - MODIFIED to use fixed channels - self.bott = conv_block(256, 512, p_drop) - - # Decoder - MODIFIED to use fixed channels - self.up4 = up_block(512, 256) - self.dec4 = conv_block(512, 256, p_drop) # 256 (from up4) + 256 (from enc4) - - self.up3 = up_block(256, 128) - self.dec3 = conv_block(256, 128, p_drop) # 128 (from up3) + 128 (from enc3) - - self.up2 = up_block(128, 64) - self.dec2 = conv_block(128, 64, p_drop) # 64 (from up2) + 64 (from enc2) - - self.up1 = up_block(64, 32) - self.dec1 = conv_block(64, 32, p_drop) # 32 (from up1) + 32 (from enc1) - - # Per-pixel logits - MODIFIED - self.head = nn.Conv2d(32, num_classes, kernel_size=1) - - # Weight init - self.apply(init_kaiming_normal_) - - def forward(self, x: torch.Tensor) -> torch.Tensor: - # Encoder - e1 = self.enc1(x) # H,W - e2 = self.enc2(self.pool1(e1)) # H/2,W/2 - e3 = self.enc3(self.pool2(e2)) # H/4,W/4 - e4 = self.enc4(self.pool3(e3)) # H/8,W/8 - b = self.bott(self.pool4(e4)) # H/16,W/16 <- Bottleneck shape changes - - # Decoder + skip connections - d4 = self.up4(b) - d4 = self.dec4(torch.cat([d4, e4], dim=1)) - - d3 = self.up3(d4) - d3 = self.dec3(torch.cat([d3, e3], dim=1)) - - d2 = self.up2(d3) - d2 = self.dec2(torch.cat([d2, e2], dim=1)) - - d1 = self.up1(d2) - d1 = self.dec1(torch.cat([d1, e1], dim=1)) - - return self.head(d1) # logits [B, C, H, W] - - -def create_model( - in_channels: int = 1, num_classes: int = 4, p_drop: float = 0.0 -) -> ImprovedUNet: # MODIFIED: Removed 'base' argument - """Factory for quick construction (useful in train.py).""" - return ImprovedUNet( - in_channels=in_channels, num_classes=num_classes, p_drop=p_drop - ) - - -def count_params(model: nn.Module) -> int: - """Return the number of trainable parameters (for logs/README).""" - return sum(p.numel() for p in model.parameters() if p.requires_grad) - - -if __name__ == "__main__": - # Quick sanity check - net = create_model(in_channels=1, num_classes=4, p_drop=0.1) - - # MODIFIED: Test with 256x256 input - x = torch.randn(2, 1, 256, 256) - y = net(x) - - # MODIFIED: Expected output shape - print("Output:", tuple(y.shape)) # expected: (2, 6, 256, 256) - print("Params:", count_params(net)) \ No newline at end of file diff --git a/recognition/oasis2d_unet_45807321/predict.py b/recognition/oasis2d_unet_45807321/predict.py deleted file mode 100644 index 3651a0703..000000000 --- a/recognition/oasis2d_unet_45807321/predict.py +++ /dev/null @@ -1,233 +0,0 @@ -# predict.py -# Inference + visualisation for HipMRI 2D segmentation (Improved U-Net) - -from __future__ import annotations -import os -from pathlib import Path -from typing import Tuple, List -import argparse - -import torch -import matplotlib.pyplot as plt -import numpy as np - -from dataset import make_loaders -from modules import create_model -from utils import ( - # oasis_mask_to_class_ids, # No longer needed - dice_per_class_from_logits, - set_seed, - to_device, - load_checkpoint, -) - -# --------------------------- -# Config -# --------------------------- -SEED = 42 -NUM_CLASSES = 6 -IN_CHANNELS = 1 - -OUTDIR = Path("./outputs") -PRED_DIR = OUTDIR / "predictions" -CKPT_BEST = OUTDIR / "best.pt" -CKPT_LAST = OUTDIR / "last.pt" - -N_VIS = 8 # number of samples to visualise/save - - -# --------------------------- -# Small helpers -# --------------------------- - - -def _ensure_dir(p: Path) -> None: - p.mkdir(parents=True, exist_ok=True) - - -def colorize(mask_ids: np.ndarray) -> np.ndarray: - """ - Colorize class-id mask to RGB for saving/plotting. - Simple palette: background + 5 tissues. - """ - palette = np.array( - [ - [0, 0, 0], # 0: background - black - [0, 114, 189], # 1: blue - [217, 83, 25], # 2: orange - [237, 177, 32], # 3: yellow - [126, 47, 142], # 4: purple (NEW) - [119, 172, 48], # 5: green (NEW) - ], - dtype=np.uint8, - ) - mask_ids = np.clip(mask_ids, 0, len(palette) - 1) - return palette[mask_ids] - - -def tensor_to_uint8_img(x: torch.Tensor) -> np.ndarray: - """ - x: [1,H,W] float in roughly [-1,1] or [0,1] - Convert to uint8 grayscale [H,W]. - """ - x = x.detach().cpu().float() - if x.ndim == 3 and x.size(0) == 1: - x = x[0] - # Try to map from z-score [-1,1] to [0,1] if necessary - x_min, x_max = float(x.min()), float(x.max()) - if x_min < -0.1 or x_max > 1.1: # Broadened range for z-score - # Assumes z-score norm, map roughly -2..2 to 0..1 - x = (x + 2.0) / 4.0 - x = torch.clamp(x, 0.0, 1.0) - return (x.numpy() * 255.0).astype(np.uint8) - - -def overlay( - img_gray_u8: np.ndarray, mask_rgb: np.ndarray, alpha: float = 0.5 -) -> np.ndarray: - """ - Overlay RGB mask on grayscale image. - """ - img_rgb = np.stack([img_gray_u8] * 3, axis=-1) - out = (img_rgb * (1 - alpha) + mask_rgb * alpha).astype(np.uint8) - return out - - -# --------------------------- -# Main -# --------------------------- - - -@torch.no_grad() -def main() -> None: - # --- ADDED: Argument Parser --- - parser = argparse.ArgumentParser(description="HipMRI 2D Inference") - parser.add_argument( - "--seed", type=int, default=SEED, help=f"Random seed (default: {SEED})" - ) - args = parser.parse_args() - # ------------------------------ - - print("==> HipMRI 2D — Inference & Visualisation") - - # --- MODIFIED: Use arg --- - set_seed(args.seed) - print(f"Seed: {args.seed}") - # ------------------------- - - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - print(f"Device: {device}") - - # Data: only need test loader for predictions - _, _, test_loader = make_loaders() - - # Model - model = create_model( - in_channels=IN_CHANNELS, - num_classes=NUM_CLASSES, - ).to(device) - ckpt_path = CKPT_BEST if CKPT_BEST.exists() else CKPT_LAST - if ckpt_path.exists(): - load_checkpoint( - ckpt_path.as_posix(), model, optimizer=None, map_location=device - ) - print(f"Loaded checkpoint: {ckpt_path}") - else: - print( - "⚠️ No checkpoint found — running with random-initialized weights (metrics will be poor)." - ) - - model.eval() - - # Metrics over entire test set - dice_sum = torch.zeros(NUM_CLASSES, device=device) - n_batches = 0 - - _ensure_dir(PRED_DIR) - - # Gather a few samples for visualisation - vis_count = 0 - saved_paths: List[Path] = [] - - for batch_idx, batch in enumerate(test_loader): - batch = to_device(batch, device) - - # MODIFIED: Get masks directly. Shape is [B,1,256,128] - x, y_ids = ( - batch["image"], - batch["mask"], - ) # y_ids: [B,256,128] with {0,1,2,3,4,5} - - # y_ids = oasis_mask_to_class_ids(y_raw) # No longer needed - - logits = model(x) - dice_c = dice_per_class_from_logits(logits, y_ids) # [C] - dice_sum += dice_c - n_batches += 1 - - # Visualise/save a few samples from the first batches - if vis_count < N_VIS: - # How many to take from this batch - take = min(N_VIS - vis_count, x.size(0)) - for i in range(take): - img_u8 = tensor_to_uint8_img(x[i]) # [H,W] uint8 - pred_ids = ( - logits[i].argmax(dim=0).detach().cpu().numpy().astype(np.int32) - ) # [H,W] - gt_ids = y_ids[i].detach().cpu().numpy().astype(np.int32) - - pred_rgb = colorize(pred_ids) # [H,W,3] - gt_rgb = colorize(gt_ids) - over_rgb = overlay(img_u8, pred_rgb, alpha=0.45) - - # Save individual panels - base = Path(f"sample_{batch_idx:03d}_{i:02d}") - paths = { - "input": PRED_DIR / f"{base}_input.png", - "gt": PRED_DIR / f"{base}_gt.png", - "pred": PRED_DIR / f"{base}_pred.png", - "over": PRED_DIR / f"{base}_overlay.png", - } - plt.imsave(paths["input"], img_u8, cmap="gray") - plt.imsave(paths["gt"], gt_rgb) - plt.imsave(paths["pred"], pred_rgb) - plt.imsave(paths["over"], over_rgb) - saved_paths.append(paths["over"]) - vis_count += 1 - - # Early exit if we already have enough visualisations - if vis_count >= N_VIS: - # still continue metric accumulation for full test set - pass - - # Report metrics - dice_mean_c = (dice_sum / max(n_batches, 1)).detach().cpu().numpy() - dice_mean = float(dice_mean_c.mean()) - print( - "Per-class Dice:", - " ".join([f"C{c}:{dice_mean_c[c]:.3f}" for c in range(NUM_CLASSES)]), - ) - print(f"Mean Dice: {dice_mean:.3f}") - - # Quick preview grid (uses last N_VIS saved overlays + GT/pred/input for the last batch portion) - if saved_paths: - # Adjusted figsize width to better fit 2:1 aspect ratio images - fig, axes = plt.subplots( - nrows=min(N_VIS, 8), ncols=1, figsize=(4, 3 * min(N_VIS, 8)) - ) - if not isinstance(axes, np.ndarray): - axes = np.array([axes]) - for ax, p in zip(axes, saved_paths[: len(axes)]): - ax.imshow(plt.imread(p)) - ax.set_title(p.name) - ax.axis("off") - preview_path = PRED_DIR / "preview_overlays.png" - fig.tight_layout() - fig.savefig(preview_path, dpi=150) - plt.close(fig) - print(f"Saved {len(saved_paths)} sample overlays to: {PRED_DIR}") - print(f"Preview grid: {preview_path}") - - -if __name__ == "__main__": - main() diff --git a/recognition/oasis2d_unet_45807321/train.py b/recognition/oasis2d_unet_45807321/train.py deleted file mode 100644 index 9bf5b0edf..000000000 --- a/recognition/oasis2d_unet_45807321/train.py +++ /dev/null @@ -1,297 +0,0 @@ -# train.py -# End-to-end training script for OASIS 2D segmentation with Improved U-Net. -from __future__ import annotations -import os -from pathlib import Path -from typing import Tuple, Dict, List - -import torch -import torch.nn as nn -import torch.optim as optim - -# --- NEW: headless plotting + csv logging --- -import matplotlib - -matplotlib.use("Agg") # safe for clusters / no display -import matplotlib.pyplot as plt -import csv - -from dataset import make_loaders, DEFAULT_BATCH_SIZE -from modules import create_model, count_params -from utils import ( - set_seed, - to_device, - oasis_mask_to_class_ids, - CEDiceLoss, - dice_per_class_from_logits, - AvgMeter, - save_checkpoint, -) - -# --------------------------- -# Config (edit here if needed) -# --------------------------- -SEED = 42 -NUM_CLASSES = 4 -IN_CHANNELS = 1 -BASE_CHANNELS = 64 -P_DROP = 0.10 - -EPOCHS = 10 -LR = 1e-3 -WEIGHT_DECAY = 1e-4 -GRAD_CLIP_NORM = 1.0 - -AMP = True # mixed precision -OUTDIR = Path("./outputs") -OUTDIR.mkdir(parents=True, exist_ok=True) -CKPT_BEST = OUTDIR / "best.pt" -CKPT_LAST = OUTDIR / "last.pt" -HIST_CSV = OUTDIR / "history.csv" -CURVES_PNG = OUTDIR / "curves.png" - -LOG_EVERY = 50 # steps - -# --------------------------- -# Train / Val loops -# --------------------------- - -def train_one_epoch( - model: nn.Module, - loader, - optimizer: optim.Optimizer, - criterion: nn.Module, - device: torch.device, - scaler: torch.amp.GradScaler | None, - epoch: int, -) -> float: - model.train() - loss_meter = AvgMeter() - - for step, batch in enumerate(loader, 1): - batch = to_device(batch, device) - x, y_raw = batch["image"], batch["mask"] - y_ids = oasis_mask_to_class_ids(y_raw) # [B,H,W] in {0,1,2,3} - - optimizer.zero_grad(set_to_none=True) - - if scaler is not None: - with torch.amp.autocast("cuda"): - logits = model(x) # [B,C,H,W] - loss = criterion(logits, y_ids) # CE + Dice - scaler.scale(loss).backward() - if GRAD_CLIP_NORM > 0: - scaler.unscale_(optimizer) - torch.nn.utils.clip_grad_norm_(model.parameters(), GRAD_CLIP_NORM) - scaler.step(optimizer) - scaler.update() - else: - logits = model(x) - loss = criterion(logits, y_ids) - loss.backward() - if GRAD_CLIP_NORM > 0: - torch.nn.utils.clip_grad_norm_(model.parameters(), GRAD_CLIP_NORM) - optimizer.step() - - loss_meter.update(loss.item(), n=x.size(0)) - - if step % LOG_EVERY == 0: - print( - f"Epoch {epoch:03d} | step {step:05d}/{len(loader):05d} | loss {loss_meter.avg:.4f}" - ) - - return loss_meter.avg - -@torch.no_grad() -def validate( - model: nn.Module, - loader, - criterion: nn.Module, - device: torch.device, -) -> Tuple[float, torch.Tensor]: - model.eval() - loss_meter = AvgMeter() - dice_sum = None - n_batches = 0 - - for batch in loader: - batch = to_device(batch, device) - x, y_raw = batch["image"], batch["mask"] - y_ids = oasis_mask_to_class_ids(y_raw) - - logits = model(x) - loss = criterion(logits, y_ids) - loss_meter.update(loss.item(), n=x.size(0)) - - dice_c = dice_per_class_from_logits(logits, y_ids) # [C] - dice_sum = dice_c if dice_sum is None else (dice_sum + dice_c) - n_batches += 1 - - dice_mean_c = dice_sum / max(n_batches, 1) # [C] - return loss_meter.avg, dice_mean_c # val_loss, per-class dice - -# --------------------------- -# Plotting / Logging helpers -# --------------------------- - - -def write_history_csv(rows: List[Dict], path: Path) -> None: - if not rows: - return - keys = list(rows[0].keys()) - with open(path, "w", newline="") as f: - w = csv.DictWriter(f, fieldnames=keys) - w.writeheader() - for r in rows: - w.writerow(r) - - -def plot_curves(history: List[Dict], png_path: Path, num_classes: int) -> None: - # history: list of dicts with keys epoch, train_loss, val_loss, dice_c0..c{C-1} - epochs = [h["epoch"] for h in history] - tr = [h["train_loss"] for h in history] - vl = [h["val_loss"] for h in history] - dice_per_c = [] - for c in range(num_classes): - dice_per_c.append([h[f"dice_c{c}"] for h in history]) - - fig, axes = plt.subplots(1, 2, figsize=(12, 4)) - - # Loss curves - axes[0].plot(epochs, tr, label="train_loss") - axes[0].plot(epochs, vl, label="val_loss") - axes[0].set_xlabel("Epoch") - axes[0].set_ylabel("Loss") - axes[0].set_title("Loss Curves") - axes[0].legend() - axes[0].grid(True, alpha=0.3) - - # Dice curves per class - for c in range(num_classes): - axes[1].plot(epochs, dice_per_c[c], label=f"Dice C{c}") - axes[1].set_xlabel("Epoch") - axes[1].set_ylabel("Dice") - axes[1].set_title("Per-class Dice (Validation)") - axes[1].set_ylim(0.0, 1.0) - axes[1].legend() - axes[1].grid(True, alpha=0.3) - - fig.tight_layout() - fig.savefig(png_path, dpi=160) - plt.close(fig) - -# --------------------------- -# Main -# --------------------------- - -def main() -> None: - print("==> OASIS 2D — Improved U-Net training") - - # Repro - set_seed(SEED) - - # Device & AMP - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - scaler = torch.amp.GradScaler("cuda") if (AMP and device.type == "cuda") else None - print(f"Device: {device} | AMP: {scaler is not None}") - - # Data - train_loader, val_loader, test_loader = make_loaders( - batch_size=DEFAULT_BATCH_SIZE, # from dataset.py - # num_workers=1, # uncomment on Rangpur to avoid worker warnings - ) - print( - f"Train/Val/Test batches: {len(train_loader)}/{len(val_loader)}/{len(test_loader)}" - ) - - # Model - model = create_model( - in_channels=IN_CHANNELS, - num_classes=NUM_CLASSES, - p_drop=P_DROP, - ).to(device) - print(f"Model params: {count_params(model):,}") - - # Loss, Optim, Scheduler - criterion = CEDiceLoss(num_classes=NUM_CLASSES, alpha_ce=0.5, alpha_dice=0.5) - optimizer = optim.Adam(model.parameters(), lr=LR, weight_decay=WEIGHT_DECAY) - scheduler = optim.lr_scheduler.ReduceLROnPlateau( - optimizer, mode="min", factor=0.5, patience=3 - ) - - best_val = float("inf") - - # --- History for plots/CSV --- - history: List[Dict] = [] - - for epoch in range(1, EPOCHS + 1): - train_loss = train_one_epoch( - model, train_loader, optimizer, criterion, device, scaler, epoch - ) - val_loss, dice_c = validate(model, val_loader, criterion, device) - - # Logging - dice_str = " ".join([f"C{ci}:{d.item():.3f}" for ci, d in enumerate(dice_c)]) - print( - f"[Epoch {epoch:03d}] train_loss={train_loss:.4f} | val_loss={val_loss:.4f} | dice({NUM_CLASSES}): {dice_str}" - ) - - # Record LR (first param group) - curr_lr = next(iter(optimizer.param_groups))["lr"] - - # Save to history - rec = { - "epoch": epoch, - "train_loss": float(train_loss), - "val_loss": float(val_loss), - "lr": float(curr_lr), - } - for ci, d in enumerate(dice_c): - rec[f"dice_c{ci}"] = float(d.item()) - history.append(rec) - - # Scheduler on val loss - scheduler.step(val_loss) - - # Checkpoints - save_checkpoint( - CKPT_LAST.as_posix(), model, optimizer, epoch, extra={"val_loss": val_loss} - ) - if val_loss < best_val: - best_val = val_loss - save_checkpoint( - CKPT_BEST.as_posix(), - model, - optimizer, - epoch, - extra={"val_loss": val_loss}, - ) - print(f" ↳ New best! Saved to {CKPT_BEST}") - - # Update plots & CSV each epoch (so you can watch mid-run) - write_history_csv(history, HIST_CSV) - plot_curves(history, CURVES_PNG, NUM_CLASSES) - - # Final test evaluation (optional, after best/last) - print("==> Evaluating on test split (using last epoch weights)...") - test_loss, test_dice_c = validate(model, test_loader, criterion, device) - test_dice_str = " ".join( - [f"C{ci}:{d.item():.3f}" for ci, d in enumerate(test_dice_c)] - ) - print(f"[Test] loss={test_loss:.4f} | dice({NUM_CLASSES}): {test_dice_str}") - - # Append final test row to CSV (without plotting new points) - final_rec = { - "epoch": EPOCHS + 1, - "train_loss": float("nan"), - "val_loss": float(test_loss), - "lr": float(curr_lr), - } - for ci, d in enumerate(test_dice_c): - final_rec[f"dice_c{ci}"] = float(d.item()) - history.append(final_rec) - write_history_csv(history, HIST_CSV) # overwrite with final row included - - -if __name__ == "__main__": - main() \ No newline at end of file diff --git a/recognition/oasis2d_unet_45807321/utils.py b/recognition/oasis2d_unet_45807321/utils.py deleted file mode 100644 index 797b1d120..000000000 --- a/recognition/oasis2d_unet_45807321/utils.py +++ /dev/null @@ -1,197 +0,0 @@ -# utils.py -# Small utilities for training: one-hot, Dice metrics/loss, meters, seeding, checkpoints. - -from __future__ import annotations -import os -import random -from dataclasses import dataclass -from typing import Dict, Iterable, Tuple - -import numpy as np -import torch -import torch.nn.functional as F - - -# --------------------------- -# Reproducibility -# --------------------------- - - -def set_seed(seed: int = 42) -> None: - """Set RNG seeds for Python, NumPy, and PyTorch.""" - random.seed(seed) - np.random.seed(seed) - torch.manual_seed(seed) - torch.cuda.manual_seed_all(seed) # no-op if CUDA not available - torch.backends.cudnn.deterministic = True - torch.backends.cudnn.benchmark = False - - -# --------------------------- -# Tensor helpers -# --------------------------- - - -def to_device( - batch: Dict[str, torch.Tensor], device: torch.device -) -> Dict[str, torch.Tensor]: - """Move a dict of tensors (e.g., from dataset) to device.""" - out = {} - for k, v in batch.items(): - if isinstance(v, torch.Tensor): - out[k] = v.to(device, non_blocking=True) - else: - out[k] = v - return out - - -def labels_to_onehot(y: torch.Tensor, num_classes: int) -> torch.Tensor: - """ - Convert integer labels [B,H,W] -> one-hot [B,C,H,W]. - """ - # y expected long dtype; ensure safety. - y = y.long() - return F.one_hot(y, num_classes=num_classes).permute(0, 3, 1, 2).float() - - -# --------------------------- -# Dice metrics / Dice loss -# --------------------------- - - -@torch.no_grad() -def dice_per_class_from_logits( - logits: torch.Tensor, y_true: torch.Tensor, eps: float = 1e-6 -) -> torch.Tensor: - """ - Dice per class given logits and integer labels. - - logits: [B,C,H,W] - - y_true: [B,H,W] with class ids 0..C-1 - Returns: [C] dice scores. - """ - num_classes = logits.size(1) - probs = torch.softmax(logits, dim=1) # [B,C,H,W] - y_1h = labels_to_onehot(y_true, num_classes) # [B,C,H,W] - num = 2.0 * (probs * y_1h).sum(dim=(0, 2, 3)) - den = (probs * probs).sum(dim=(0, 2, 3)) + (y_1h * y_1h).sum(dim=(0, 2, 3)) + eps - return num / den - - -def dice_loss_from_logits( - logits: torch.Tensor, y_true_1h: torch.Tensor, eps: float = 1e-6 -) -> torch.Tensor: - """ - Soft Dice loss using one-hot target. - - logits: [B,C,H,W] - - y_true_1h: [B,C,H,W] - """ - probs = torch.softmax(logits, dim=1) - num = 2.0 * (probs * y_true_1h).sum(dim=(0, 2, 3)) - den = ( - (probs * probs).sum(dim=(0, 2, 3)) - + (y_true_1h * y_true_1h).sum(dim=(0, 2, 3)) - + eps - ) - dice = num / den - return 1.0 - dice.mean() - - -# --------------------------- -# Combined loss (CE + Dice) -# --------------------------- - - -class CEDiceLoss(torch.nn.Module): - """ - CE + Dice combined loss. - - alpha_ce: weight for CrossEntropy - - alpha_dice: weight for Dice (targets one-hot internally) - """ - - def __init__( - self, - num_classes: int, - alpha_ce: float = 0.5, - alpha_dice: float = 0.5, - ignore_index: int | None = None, - ): - super().__init__() - self.num_classes = num_classes - self.alpha_ce = alpha_ce - self.alpha_dice = alpha_dice - self.ignore_index = ignore_index - - def forward(self, logits: torch.Tensor, y_true: torch.Tensor) -> torch.Tensor: - # y_true expected as class ids [B,H,W] - if self.ignore_index is None: - loss_ce = F.cross_entropy(logits, y_true) - else: - loss_ce = F.cross_entropy(logits, y_true, ignore_index=self.ignore_index) - y_1h = labels_to_onehot(y_true, num_classes=self.num_classes) - loss_dice = dice_loss_from_logits(logits, y_1h) - return self.alpha_ce * loss_ce + self.alpha_dice * loss_dice - - -# --------------------------- -# Running meters -# --------------------------- -@dataclass -class AvgMeter: - total: float = 0.0 - count: int = 0 - - def update(self, val: float, n: int = 1) -> None: - self.total += float(val) * n - self.count += n - - @property - def avg(self) -> float: - return self.total / max(self.count, 1) - -# --------------------------- -# Checkpoint helpers -# --------------------------- - -def save_checkpoint( - path: str, - model: torch.nn.Module, - optimizer: torch.optim.Optimizer | None = None, - epoch: int | None = None, - extra: Dict | None = None, -) -> None: - """Save model state dict (and optional optimizer/epoch/extra) to path.""" - os.makedirs(os.path.dirname(path) or ".", exist_ok=True) - state = {"model": model.state_dict()} - if optimizer is not None: - state["optimizer"] = optimizer.state_dict() - if epoch is not None: - state["epoch"] = epoch - if extra is not None: - state["extra"] = extra - torch.save(state, path) - - -def load_checkpoint( - path: str, - model: torch.nn.Module, - optimizer: torch.optim.Optimizer | None = None, - map_location: str | torch.device = "cpu", -) -> Dict: - """Load state dicts into model/optimizer; returns checkpoint dict.""" - ckpt = torch.load(path, map_location=map_location) - model.load_state_dict(ckpt["model"]) - if optimizer is not None and "optimizer" in ckpt: - optimizer.load_state_dict(ckpt["optimizer"]) - return ckpt - -# --------------------------- -# OASIS-specific tiny helper -# --------------------------- - - -def oasis_mask_to_class_ids(y: torch.Tensor) -> torch.Tensor: - """ - Map raw OASIS mask intensities {0,85,170,255} -> class ids {0,1,2,3}. - Assumes y is integer-like tensor [B,H,W]. - """ - return (y // 85).clamp(min=0, max=3).long() \ No newline at end of file

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