Final project submission - COMP3701 Prostate Segmentation (Project 3)#288

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rike568 wants to merge 88 commits intoshakes76:topic-recognitionfrom

rike568:topic-recognition

Commits on Oct 23, 2025

Created basic structure of repository included required folders and python files for both Project 1 and Project 3.
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Commits on Nov 5, 2025

Created basic requirements file that will be used to install all required depdencies for code to run correctly.
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Updated requirements to automatically download best version for the users os.
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Imported releavant dependencies and set important default constants that will be required.
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Added function to adjust for differing prefixes in the provided filenames.
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Added grayscale loader to confirm images provided are in grayscale, and image/mask tensors.
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Added random augmentations to images
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Created class to import and read provided dataset correcttly
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Added normalization to the provided images
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Added loaders to seperate the provided train/test/validate into their correct data loaders.
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Added main function to test that code is runnning correctly.
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Added some more comments to provide a bit more detail and tidied up code.
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Added basic conventional block and up block as building units for improved UNET.
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Added improved UNET class and encoder/decoder modules.
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Added forward pass with skip connections.
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Added kaiming initialization for conventional layers and applied to model.
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Added function that will automatically created the UNET model when referenced in future and added code to confirm codebase works as requried.
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Tidied up code and added comments to provide more details on functions and classes.
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Commits on Nov 6, 2025

Commits on Nov 7, 2025

Commits on Nov 23, 2025