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<!doctype html>
<html lang="en">
<head>
<meta charset="utf-8">
<title>Awesome Fine-Grained Image Classification</title>
<meta name="description" content="Awesome Fine-Grained Image Classification">
<meta name="author" content="Edwin 'arkel23' Arkel Rios">
<meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<link rel="stylesheet" href="dist/reset.css">
<link rel="stylesheet" href="dist/reveal.css">
<link rel="stylesheet" href="dist/theme/white.css" id="theme">
<!-- Theme used for syntax highlighting of code -->
<link rel="stylesheet" href="plugin/highlight/monokai.css">
<style>
.reveal h1, .reveal h2, .reveal h3, .reveal h4, .reveal h5 {
text-transform: none;
}
</style>
</head>
<body>
<div class="reveal">
<div class="slides">
<section>
<img class="r-stretch" src="assets/fgir_datasets.png"
alt="Common fine-grained image recognition dataset domains">
<h3>Awesome Fine-Grained <br> Image Classification</h3>
<p>
<small>A collection of fine-grained image recognition papers<br>
By <a href="https://arkel23.github.io/">Edwin 'arkel23' Arkel Rios</a>.</small>
</p>
</section>
<section>
<h2>What is Fine-Grained Image Classification (FGIC)?</h2>
<p>
Classification between sub-categories within larger super-category (e.g., bird species, car models or anime characters)
</p>
<img class="r-stretch" src="assets/what_is_fgir.png"
alt="Generic image recognition vs fine-grained recognition
(Credits: Deep Learning for Fine-Grained Image Analysis: A Survey. Wei et al. TPAMI 2022.)">
</section>
<section>
<h2>Challenges in FGIC</h2>
<ul>
<li>Small inter-class variations (subtle differences between classes)</li>
<li>Large intra-class differences (pose, environment, etc.)</li>
<li>Mostly small datasets so easy to overfit</li>
</ul>
<img class="r-stretch" src="assets/challenges_fgir.png"
alt="Challenges in fine-grained: small inter-class and large intra-class variations
(Credits: Deep Learning for Fine-Grained Image Analysis: A Survey. Wei et al. TPAMI 2022.)">
</section>
<section>
<h2>FGIC Methods</h2>
<ul>
<li>Equip coarse image recognition backbones with modules to select discriminative regions</li>
<li>Loss functions to differentiate between classes and prevent overfitting</li>
</ul>
<img class="r-stretch" src="assets/fgir_methods.png"
alt="Challenges in fine-grained: small inter-class and large intra-class variations
(Credits: See Better Before Looking Closer: Weakly Supervised Data Augmentation Network for Fine-Grained Visual Classification. Hu et al. arXiv 2019.)">
</section>
<section>
<section>
<h2>Papers Summary</h2>
<ul>
<li>Full list on <a href="https://github.com/arkel23/AFGIC">GitHub</a></li>
<li><a href="#/5">2011</a></li>
<li><a href="#/7">2012</a></li>
<li><a href="#/11">2013</a></li>
<li><a href="#/24">2014</a></li>
<li><a href="#/37">2015</a></li>
<li><a href="#/47">2016</a></li>
<li><a href="#/55">2017</a></li>
<li><a href="#/66">2018</a></li>
<li><a href="#/75">2019</a></li>
<li><a href="#/87">2020</a></li>
<li><a href="#/113">2021</a></li>
<li><a href="#/150">2022</a></li>
<li><a href="#/181">2023</a></li>
</ul>
<p>
<small>Slide down for summaries or to the right (or click on years) to go through the slides of all papers</small>
</p>
</section>
<section>
<img class="r-stretch" src="assets/Survey_20112013/Summary20112013.png"
alt="Summary of papers between 2011 and 2013 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20142015/Summary2014.png"
alt="Summary of papers from 2014 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20142015/Summary2015.png"
alt="Summary of papers from 2015 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20162017/Summary2016.PNG"
alt="Summary of papers from 2016 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20162017/Summary2017.PNG"
alt="Summary of papers from 2017 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Summary2018.PNG"
alt="Summary of papers from 2018 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Summary2019.PNG"
alt="Summary of papers from 2019 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Summary2020_1.PNG"
alt="Summary of papers from 2020 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Summary2020_2.PNG"
alt="Summary of papers from 2020 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Summary2020_3.PNG"
alt="Summary of papers from 2020 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Summary2021_1.PNG"
alt="Summary of papers from 2021 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Summary2021_2.PNG"
alt="Summary of papers from 2021 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Summary2021_3.PNG"
alt="Summary of papers from 2021 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Summary2022_1.PNG"
alt="Summary of papers from 2022 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Summary2022_2.PNG"
alt="Summary of papers from 2022 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Summary2022_3.PNG"
alt="Summary of papers from 2022 with high impact and/or from top publication venues">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2023/Summary2023.PNG"
alt="Summary of papers from 2023 with high impact and/or from top publication venues">
</section>
</section>
<section id="5">
<img class="r-stretch" src="assets/Survey_20112013/Slide3.PNG"
alt="Slide for paper">
<a href="#/4">Paper Index</a>
</section>
<section>
<img class="r-stretch" src="assets/Survey_20112013/Slide4.PNG"
alt="Slide for paper">
</section>
<section id="7">
<img class="r-stretch" src="assets/Survey_20112013/Slide5.PNG"
alt="Slide for paper">
<a href="#/4">Paper Index</a>
</section>
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<img class="r-stretch" src="assets/Survey_20112013/Slide6.PNG"
alt="Slide for paper">
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<a href="#/4">Paper Index</a>
</section>
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<a href="#/4">Paper Index</a>
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<a href="#/4">Paper Index</a>
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</section>
<section>
<img class="r-stretch" src="assets/Survey_20162017/Slide17.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20162017/Slide18.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20162017/Slide19.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20162017/Slide20.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20162017/Slide21.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20162017/Slide22.PNG"
alt="Slide for paper">
</section>
<section id="66">
<img class="r-stretch" src="assets/Survey_20182019/Slide4.PNG"
alt="Slide for paper">
<a href="#/4">Paper Index</a>
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide5.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide6.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide7.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide8.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide9.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide10.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide11.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide12.PNG"
alt="Slide for paper">
</section>
<section id="75">
<img class="r-stretch" src="assets/Survey_20182019/Slide13.PNG"
alt="Slide for paper">
<a href="#/4">Paper Index</a>
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide14.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide15.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide16.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide17.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide18.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide19.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide20.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide21.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide22.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide23.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_20182019/Slide24.PNG"
alt="Slide for paper">
</section>
<section id="87">
<img class="r-stretch" src="assets/Survey_2020/Slide5.PNG"
alt="Slide for paper">
<a href="#/4">Paper Index</a>
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide6.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide7.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide8.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide9.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide10.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide11.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide12.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide13.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide14.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide15.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide16.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide17.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide18.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide19.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide20.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide21.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide22.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide23.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide24.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide25.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide26.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide27.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide28.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide29.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2020/Slide30.PNG"
alt="Slide for paper">
</section>
<section id="113">
<img class="r-stretch" src="assets/Survey_2021/Slide5.PNG"
alt="Slide for paper">
<a href="#/4">Paper Index</a>
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide6.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide7.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide8.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide9.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide10.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide11.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide12.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide13.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide14.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide15.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide16.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide17.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide18.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide19.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide20.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide21.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide22.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide23.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide24.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide25.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide26.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide27.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide28.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide29.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide30.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide31.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide32.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide33.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide34.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide35.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide36.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide37.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide38.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide39.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide40.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2021/Slide41.PNG"
alt="Slide for paper">
</section>
<section id="150">
<img class="r-stretch" src="assets/Survey_2022/Slide5.PNG"
alt="Slide for paper">
<a href="#/4">Paper Index</a>
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide6.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide7.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide8.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide9.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide10.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide11.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide12.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide13.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide14.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide15.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide16.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide17.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide18.PNG"
alt="Slide for paper">
</section>
<section>
<img class="r-stretch" src="assets/Survey_2022/Slide19.PNG"
alt="Slide for paper">
</section>