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		<title>Awesome Fine-Grained Image Classification</title>

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		<meta name="author" content="Edwin 'arkel23' Arkel Rios">

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				<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>

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						<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">
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					alt="Summary of papers from 2015 with high impact and/or from top publication venues">
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						<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">
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					alt="Summary of papers from 2017 with high impact and/or from top publication venues">
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						<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">
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					alt="Summary of papers from 2019 with high impact and/or from top publication venues">
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					alt="Summary of papers from 2020 with high impact and/or from top publication venues">
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					alt="Summary of papers from 2020 with high impact and/or from top publication venues">
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					alt="Summary of papers from 2020 with high impact and/or from top publication venues">
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					alt="Summary of papers from 2021 with high impact and/or from top publication venues">
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					alt="Summary of papers from 2022 with high impact and/or from top publication venues">
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					alt="Summary of papers from 2022 with high impact and/or from top publication venues">
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					alt="Summary of papers from 2022 with high impact and/or from top publication venues">
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						<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">
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				<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>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide20.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide21.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide22.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide23.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide24.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide25.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide26.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide27.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide28.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide29.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide30.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide31.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide32.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide33.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide34.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2022/Slide35.PNG" 
				alt="Slide for paper">
				</section>

				<section id="181">
					<img class="r-stretch" src="assets/Survey_2023/Slide3.PNG"
				alt="Slide for paper">
				<a href="#/4">Paper Index</a>
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2023/Slide4.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2023/Slide5.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2023/Slide6.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2023/Slide7.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2023/Slide8.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2023/Slide9.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2023/Slide10.PNG" 
				alt="Slide for paper">
				</section>

				<section>
					<img class="r-stretch" src="assets/Survey_2023/Slide11.PNG" 
				alt="Slide for paper">
				</section>

			</div>
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