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<h2>Sharat Agarwal</h2>
<h3>Ph.D.Candidate</h3>
<h3>
<a href="https://www.iiitd.ac.in" target="_blank" rel="noopener">
<span>IIIT Delhi, India</span>
</a>
</h3>
</div>
<td>
<br>
<a href="cv/CV.pdf"><b>CV</b></a>
| <a href="https://scholar.google.com/citations?user=b_mRBSMAAAAJ&hl=en&oi=sra"><b>Google Scholar</b></a>
| <a href="https://github.com/sharat29ag"><b>Github</b></a>
<br>
<br>
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<br>
<p>I am a Ph.D. candidate advised by <a href="http://faculty.iiitd.ac.in/~anands/teach.html">Prof. Saket Anand </a> and <a href="https://www.cse.iitd.ac.in/~chetan/">Prof. Chetan Arora </a>.
<!-- <a href="https://home.iitd.ac.in" target="_blank" rel="noopener">IITD</a> -->
<!-- </a> at <a href="https://www.iiitd.ac.in" target="_blank" rel="noopener"> IIITD </a> -->
<p>My research interest lies in Computer Vision and Deep Learning; research topics include Active Learning, Data Fairness, and Domain Adaptation.</p>
<p>For comprehensive and effective training of deep models, our focus should be on proposing methods to utilize the available data efficiently.
Thus, my research investigates visual data's contextual aspect using model's uncertainty to train deep networks effectively.
I am interested in solving problems using less supervision. </p>
<p style="color:red;">I am on the job market. Please reach out if you think I could be a good fit for your team </p>
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<p class="course">sharata [at] iiitd.ac.in</p>
<p class="course">sharat29ag [at] gmail.com</p>
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<p class="course">LAB B413, R&D Block, IIIT-Delhi, Delhi, 110020</p>
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<p class="course">(+82)-42-350-3579</p>
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<h3>Education</h3>
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<p class="course">B.Tech in CSE, 2016</p>
<p class="institution">GEU, Dehradun, India</p>
</div>
</li>
</ul>
</div>
</div>
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</section>
<!-- <section id="experience" class="home-section wg-blank " style="padding: 10px 0 10px 0;" >
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<h1>Research Experiences</h1>
<h3 id="experience">Research Experiences</h3> -->
<!--<ul>
<li> <div style="float:left"><b>NEC Laboratories America, Inc</b>, San Jose, CA</div> <div style="float:right">May 2021 - Aug 2021</div> <br>
Research Intern, Supervisor: <a href="https://sites.google.com/site/yihsuantsai/">Yi-Hsuan Tsai</a>
</li>
<li> <div style="float:left"><b>Korea University</b>, Seoul, Korea</div> <div style="float:right">Sep 2018 - Dec 2018</div> <br>
Research Intern, Data and Visual Analytics Lab.
</li>
<li> <div style="float:left"><b>Hanyang University</b>, Seoul, Korea</div> <div style="float:right">Jul 2018 - Aug 2018</div> <br>
Research Assistant, Automotive Control and Electronics Laboratory.
</li>
<li> <div style="float:left"><b>Samsung Electronics.</b>, Hwasung, </div><div style="float:right">Jan 2018 - Mar 2018</div> <br>
Research Intern, Semi-conductor Test group.
</li> -->
</ul>
</div>
</div>
</div>
</section>
<section id="papers" class="home-section wg-papers " style="padding: 20px 0 20px 0;" >
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<div class="col-lg-12">
<h1>Publications</h1>
</div>
<div class="row">
<ul class="ul-papers">
<li>
<div class="img">
<img src="papers/images/wacv2023.png" class="img-responsive" alt="">
</div>
<div class="description">
<p class="title">Reducing Annotation Effort by Identifying and Labeling Contextually Diverse Classes for Semantic Segmentation Under Domain Shift</p>
<p class="authors"><b>Sharat Agarwal</b>, Saket Anand, Chetan Arora. </p>
<p class="venue">WACV 2023 <!-- [<span style="color:red"></span>] --> <span style="font-weight:normal"></span></p>
<p class="resources">
[
<a href="https://openaccess.thecvf.com/content/WACV2023/papers/Agarwal_Reducing_Annotation_Effort_by_Identifying_and_Labeling_Contextually_Diverse_Classes_WACV_2023_paper.pdf">Paper</a>
]
[
<a href="https://github.com/sharat29ag/contextual_class">Code</a>
]
</p>
</div>
</li>
<li>
<div class="img">
<img src="papers/images/bias.png" class="img-responsive" alt="">
</div>
<div class="description">
<p class="title">Does Data Repair Leads to Fair Models? Curating Contextually Fair Data to Reduce Model Bias</p>
<p class="authors"><b>Sharat Agarwal</b>, Sumanyu Muku, Chetan Arora, Saket Anand. </p>
<p class="venue">WACV 2022 <!-- [<span style="color:red"></span>] --> <span style="font-weight:normal"></span></p>
<p class="resources">
[
<a href="https://openaccess.thecvf.com/content/WACV2022/papers/Agarwal_Does_Data_Repair_Lead_to_Fair_Models_Curating_Contextually_Fair_WACV_2022_paper.pdf">Paper</a>
]
[
<a href="https://github.com/sumanyumuku98/contextual-bias">Code</a>
]
[
<a href="https://sumanyumuku98.github.io/contextual-bias/">Project Page</a>
]
</p>
</div>
</li>
<li>
<div class="img">
<img src="papers/images/CDAL.png" class="img-responsive" alt="">
</div>
<div class="description">
<p class="title">Contextual Diversity For Active Learning</p>
<p class="authors"><b>Sharat Agarwal</b>, Himanshu Singh, Saket Anand, Chetan Arora. </p>
<p class="venue">ECCV 2020 <span style="font-weight:normal"></span></p>
<p class="resources">
[
<a href="https://arxiv.org/pdf/2008.05723.pdf">Paper</a>
]
[
<a href="https://github.com/sharat29ag/CDAL">Code</a>
]
[
<a href="projects/CDAL_slides.pdf">Slides</a>
]
</p>
</div>
</li>
<li>
<div class="img">
<img src="papers/images/FICTA.png" class="img-responsive" alt="">
</div>
<div class="description">
<p class="title">Improved Dynamic Time Warping Based Approach for Activity Recognition</p>
<p class="authors">Vikas Tripathi, <b>Sharat Agarwal</b>, A Mittal, D Gangodkar</p>
<p class="venue">FICTA 2017 <span style="font-weight:normal"></span></p>
<!-- <p class="resources">
[
<a href="https://www.researchgate.net/profile/Lingamgunta-Mohan/publication/337440001_Proceedingsofthe5thInternationalCon_Vol2/links/5dd7a353a6fdcc474feb86d1/Proceedings-of-the-5th-International-Con-Vol2.pdf#page=172">Paper</a>
] -->
</p>
</div>
</li>
<li>
<div class="img">
<img src="papers/images/modified.png" class="img-responsive" alt="">
</div>
<div class="description">
<p class="title">Modified Dense Trajectory for Real Time Action Recognition</p>
<p class="authors">Vikas Tripathi, Piyush Bhatt, <b>Sharat Agarwal</b>, Monika Semwal</p>
<p class="venue">IJCTA 2017 <span style="font-weight:normal"></span></p>
<!-- <p class="resources">
[
<a href="https://serialsjournals.com/abstract/44966_cha-8.pdf">Paper</a>
] -->
</p>
</div>
</li>
</ul>
</div>
</div>
</div>
</section>
<section id="Projects" class="home-section wg-blank " style="padding: 20px 0 20px 0;" >
<div class="container">
<div class="row">
<div class="col-lg-12">
<h1>Academic Projects</h1>
<ul>
<li><b>Domain Adaptation for Semantic Segmentation.</b>[ <a href="projects/DL.pdf">Slides</a> ] Advisor: Dr.Saket Anand and Dr.Chetan Arora <PD803></li>
<li><b>Using Image Processing for detecting people with Down Syndrome.</b>[ <a href="projects/DIP.pdf">Report</a> ] Advisor:Dr. A.V Subramanyam<PD803></li>
<li><b>Pairwise confusion loss for Semantic Segmentation.</b>[ <a href="projects/ACV.pdf">Slides</a> ] Advisor: Dr.Koteswar Rao <PD803></li>
<li><b>Depression Detection Using Tweets.</b>[ <a href="projects/NLP.pdf">Slides</a> ] Advisor: Dr.Tanmoy Chakraborty <PD803></li>
<li><b>Improved Study of Heart Disease Prediction using Data Mining Classification Techniques.</b>[ <a href="projects/BDMH.pdf">Slides</a> ]Advisor: Dr. G.P.S Raghava <PD803></li>
<li><b>Quora question duplicates dectection.</b>[ <a href="projects/ML.pdf">Report</a> ] Advisor: Dr.Saket Anand <PD803></li>
<li><b>Driver drowsiness detection on long videos.</b>[ <a href="projects/">Slides</a> ] Advisor:Dr. Saket Anand<PD803></li>
</ul>
</section>
<section id="ProServices" class="home-section wg-blank " style="padding: 20px 0 20px 0;" >
<div class="container">
<div class="row">
<div class="col-lg-12">
<h1>Professional Services</h1>
<ul>
<li>Reviewed Journal: TPAMI 2022
<li>Reviewed Conference: ICCV-23, ECCV-22,24, CVPR-22,23, WACV-22,23,24
<li>Technical Program Committee COMSNETS-2023,2024-CVAD Workshop
<li>Committe member, ICVGIP Data Challenge 2021 </li>
<li>DL Tutorial, AI Assisted Data Analytics (AIDA) 2020, IIITD <PD803></li>
<li>ML Tutorial, Economics Workshop, 2019, IIITD <PD803></li>
</ul>
</section>
<section id="AcadServices" class="home-section wg-blank " style="padding: 20px 0 20px 0;" >
<div class="container">
<div class="row">
<div class="col-lg-12">
<h1>Academic Services</h1>
<h2 id="Teaching Assistant">Teaching Assistant</h2>
<ul>
<li>CSE-544 Computer Vision, Winter 2021. Instructor: <a href = "https://sites.google.com/site/koteswarraojerripothula">Dr. Koteswar </a></li>
<li>CSE-343 Machine Learning (PG), Monsoon 2020,2019. Instructor: <a href="https://jainendra.in"=>Dr. Jainendra Shukla</a></li>
<li>CSE-661 Affective Computing, Winter 2020. Instructor: <a href="https://jainendra.in"=>Dr. Jainendra Shukla</a></li>
<li>CSE-641 Deep Learning, Winter 2019. Instructor: <a href="http://faculty.iiitd.ac.in/~anands/teach.html">Dr. Saket Anand </a></li>
<li>CSE-540 Image Processing, Monsoon 2018. Instructor: <a href = "http://faculty.iiitd.ac.in/~subramanyam/">Dr. A.V.Subramanyam</a></li>
<li>CSE-600 Object oriented Programming, Monsoon 2017. Instructor: <a href = "https://www.cse.iitd.ac.in/~chetan/">Dr. Chetan Arora</a> </li>
</section>
<!-- <h3 id="Talks">Talks</h3>
<ul>
<li>Naver Labs</li>
<li>Topic: Unsupervised Domain Adaptation</li>
</ul>
</ul>
<h4 id="Conference Reviewers">Conference Reviewer</h4>
<ul>
<li>NeurIPS 2021</li>
</ul>
<ul>
<li>ICLR 2022</li>
</ul>
<ul>
<li>AAAI 2022</li>
</ul>
</div>
</div>
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