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<!DOCTYPE html>
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
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<title>
DVM Car Dataset: A Large-Scale Dataset for Automotive Applications
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<a class="navbar-brand" href="#page-top">DVM-Car</a>
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<a href="#partI">Download</a>
</li>
<li class="page-scroll">
<a href="#DataStructure">Structure</a>
</li>
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<!--alt="profile-pic" -->
<div class="intro-text">
<span class="name">DVM-Car</span>
<h2>A Large-Scale Dataset for Automotive Applications</h2>
<!-- <hr class="star-light">
<span class="skills">
<p style="text-align:justify"> We are building a large-scale automotive dataset named Deep Visual Marketing
Car (in short DVM-Car) dataset.
DVM-Car dataset contains images of numerous car models and the corresponding car specification and sales
figures over more than 10 years period,
with the hope to better support and serve the needs of researchers in various fields. It primarily
constitutes two sections:
the image section and the data table section.
</p>
</p>
</span> text-decoration:underline; -->
<span class="skills">
<p style="text-align:justify; padding-bottom: 20pt;"> This publicly available dataset aims to facilitate business related research and
applications in automotive industry such as car appearance design, consumer analytics and sales modelling. To use, please go through the user manual
<a style="color: #2c3e50;" href="site-assets/DVM_user_manual.pdf"> [PDF]</a>.
</p>
</p>
</span>
</div>
</div>
</div>
</div>
</header>
<!-- partI Grid Section -->
<section id="partI">
<div class="container">
<div class="row">
<div class="col-lg-12 text-center">
<h2 >Download</h2>
<hr class="star-primary">
<h3 style="padding-bottom: 10pt; color: black;">Part I. Sale and Specification Data</h3>
</div>
</div>
<div class="col-lg-12 text-center">
<img class="img-responsive" style="display: inline; padding-bottom: 10pt" src="./Project 1_files/car_attr.png" width="850px">
</div>
<div class="row" style="padding-left: 15%; font-size:18px;">
<p class="ex1">
<withbull>
<li><b>Basic table</b>: car attributes such as model name, model ID and brand name.</li>
<li><b>Sales table</b>: ten years car sales data in UK/GB.</li>
<li><b>Price table</b>: entry-level (i.e. the cheapest trim price) new car prices across years.</li>
<li><b>Trim table</b>: trim attributes like the selling price (trim level), engine type and engine
size.</li>
<li><b> Ad table</b>: more than 0.25 million used car advertisements. </li>
<li> <b>Image table</b>: car images attributes like colour and viewpoint.</li>
</withbull>
</p>
<!--
<a style="text-decoration:underline;"
href="https://www.dropbox.com/sh/i46s6nf2ybl4f9z/AAD2fbr7UOWBYC2nX5Cdhkmia?dl=0">Download: Sales and
specification tables
(CSV)</a>
-->
<a style="text-decoration:underline;"
href="https://figshare.com/articles/figure/DVM-CAR_Dataset/19586296/2">Download: Sales and
specification tables
(CSV)</a>
</div>
</div>
</section>
<!-- Contact Section -->
<section class="success" id="Images">
<div class="container">
<div class="col-lg-12 text-center">
<h3 style="padding-bottom: 10pt; color: white;">Part II. Image Data</h3>
<img class="img-responsive" style="display: inline; padding-bottom: 20pt" src="./Project 1_files/overview_10.png" width="850px">
</div>
<div class="row" style="padding-left: 15%; font-size:18px;">
<p class="ex1">
<withbull>
<li>1,451,784 images from 899 UK market car models.</li>
<li>Cover models over the last two decades. </li>
<li>All resized to 300x300 resulutions with background removed.</li>
<li>Predicted viewpoints and quality check ressults are in <b>image table</b>. </li>
<li>Store under the structure "Brand-Model-Year-Colour". </li>
</withbull>
</p>
<!--
<a style="text-decoration:underline;color:white;"
href="https://www.dropbox.com/s/ohfv6eq67x1z7gm/resized_DVM_v2.zip?dl=0">Download: Car images
(13.6 GB)</a>
</br>
<a style="text-decoration:underline;color:white;"
href="https://www.dropbox.com/s/xmyz2na20f8lth8/Confirmed_fronts.zip?dl=0">Download: Quality checked front-view images
(730 MB)</a>
-->
<a style="text-decoration:underline;color:white;"
href="https://figshare.com/articles/figure/DVM-CAR_Dataset/19586296/1?file=34792453">Download: Car images
(13.6 GB)</a>
</br>
<a style="text-decoration:underline;color:white;"
href="https://figshare.com/articles/figure/DVM-CAR_Dataset/19586296/1?file=34792480">Download: Quality checked front-view images
(730 MB)</a>
</div>
</div>
</section>
<section id="DataStructure">
<div class="container">
<div class="row">
<div class="col-lg-12 text-center">
<h2>Structure</h2>
<hr class="star-primary">
<div id="container" style="height: 800pt"></div>
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<script type="text/javascript" src="./Project 1_files/treeview/jquery-3.6.0.min.js"></script>
<script type="text/javascript">
var dom = document.getElementById("container");
var myChart = echarts.init(dom);
var app = {};
var option;
$.getJSON('./Project 1_files/treeview/car.json', function (data) {
if (!data.children){
return;
}
data.children.forEach(function (datum, index) {
index % 1 === 0 && (datum.collapsed = true);
});
data.children.forEach(function (datum, index) {
index % 3 === 0 && (datum.collapsed = false);
});
myChart.setOption(option = {
tooltip: {
trigger: 'item',
triggerOn: 'mousemove'
},
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{
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verticalAlign: 'middle',
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animationDurationUpdate: 750
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</div>
</section>
<!-- Contact Section -->
<section class="success" id="history">
<div class="container">
<div class="row">
<div class="col-lg-12 text-center">
<h2>Timeline</h2>
<hr class="star-light">
</div>
</div>
<div class="row">
<section id="timeline">
<article>
<div class="inner">
<span class="date">
<span class="year">2018</span>
</span>
<h2>June 2018</h2>
<p>A survey study is conducted with business researchers and computer scientists to explore the most common issues which they face when using the existing datasets.
</p>
</div>
</article>
<article>
<div class="inner">
<span class="date">
<span class="year">2018</span>
</span>
<h2>September 2018</h2>
<p>Data collection and preparation start. Car image and non-visual data from various sources are collected and integrated. More than six million raw images have been gathered.</p>
</div>
</article>
<article>
<div class="inner">
<span class="date">
<span class="year">2019</span>
</span>
<h2>August 2019</h2>
<p>DVM-CAR 1.0 is released via the GitHub hosted website <i>https://deepvisualmarket-ing.github.io</i>.
</p>
</div>
</article>
<article>
<div class="inner">
<span class="date">
<span class="year">2020</span>
<!-- <span class="month">May</span> -->
</span>
<h2>May 2021</h2>
<p>DVM-CAR 2.0 is released! Now all the images are resized to 300x300 resolutions; segment results are no longer provided directly; Image data of 2019 registered car models is added and the non-visual feature data is updated to 2020.</p>
</div>
</article>
<article>
<div class="inner">
<span class="date">
<span class="year">2022</span>
</span>
<h2>Nov 2022</h2>
<p> The corresponding paper, "<i>DVM-CAR: A large-scale automotive dataset for visual marketing research and applications</i>," is now accepted by IEEE BigData 2022.
</p>
</div>
</article>
</section>
</div>
</div>
</section>
<section id="Citation">
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<div class="col-lg-12 text-center">
<h2>Citation</h2>
<hr class="star-primary">
</div>
<div class="row" style="padding-left: 11%; font-size:18px;">
<p class="ex1">
<ul style="list-style: none;">
<li><b>Important:</b> Researcher shall use this dataset only for non-commercial research and educational purposes.</li>
</ul>
<ul style="list-style: none;">
<li>If you find the dataset useful with your research, you can use the following citation:</li>
</ul>
</p>
</div>
<div class="col-lg-12 text-center">
<style type="text/css">
code { background-color: #2c3e50; color: white;
display: inline-block;
width: 72%;
}
</style>
<code>
Jingming Huang, Bowei Chen, Lan Luo, Shigang Yue, and Iadh Ounis. (2022). "DVM-CAR: A large-scale automotive dataset for visual marketing research and applications".
In <i>Proceedings of IEEE International Conference on Big Data</i>, pp.4130–4137. <a style="color: white;" href="https://arxiv.org/pdf/2109.00881"> <b>[PDF_link]</b></a>
</code>
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<h3 style="margin-left: 50px;">About Us</h3>
<ul style="list-style-type:none;text-align:ceter;">
<li>
<a style="font-size:20px;color:white;" href="https://www.researchgate.net/profile/Jingmin-Huang-2">Jingmin
Huang</a>
</li>
<li>
<a style="font-size:20px;color:white;" href="https://boweichen.github.io/">Bowei Chen </a>
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<a style="font-size:20px;color:white;"
href="mailto:jingmin.huang@soton.ac.uk">jingmin.huang@soton.ac.uk</a>
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<a style="font-size:20px;color:white;" href="mailto:Bowei.Chen@glasgow.ac.uk">bowei.chen@glasgow.ac.uk </a>
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University of Southampton<br>
University of Glasgow<br>
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