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<!DOCTYPE html>
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<p style="font-size:30px; color:black; font-weight: 50" align=center>Visual Question Answering Workshop
<br>
<span style="font-size:18px; color:gray; font-weight: 50" align=center>at CVPR 2021, June 19</span>
<br>
<br>
<span style="font-size:20px; color:black; font-weight: 400" align=center>Zoom and Gatherly links on CVPR 2021 website: <a target="_blank" href="https://www.eventscribe.net/2021/2021CVPR/agenda.asp?startdate=6/19/2021&enddate=6/19/2021&BCFO=M&pfp=Workshops&mode=&tn=&cpftwo=&custwo=&pta=/">Link</a> <br> Navigate to: Workshops -> Sat, June 19 -> Search for "Visual Question Answering" workshop entry</b></span>
</p>
<table width="100%">
<tr>
<td width=150>
<center> <span style="color:gray;"><b>Ended</b></span> <br>
Recording: <a target="_blank" href="https://youtu.be/L-86t1AW3z4">[Video]</a> </center>
</td>
<td style="padding-left:8px"><b>Panel-1: Future Directions</b>
<br>Vittorio Ferrari, Damien Teney, Raquel Fernández, Aida Nematzadeh, Olga Russakovsky
<br>Hosted on Zoom, joining link on the internal CVPR website
<!-- <br><a target="_blank" href="#panel-1">[More Info]</a> -->
</td>
<td width=200>
Starts June 19, 9 AM PT!
</td>
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<tr>
<td width=150>
<center> <span style="color:gray;"><b>Ended</b></span></center>
</td>
<td style="padding-left:8px"><b>Live QA-1</b>
<br>Individual live QA for challenge related talks and poster spotlight presenters.
<br>Hosted on Gatherly, joining link on the internal CVPR website
<!-- <br><a target="_blank" href="#live-qa-1">[More Info]</a> -->
</td>
<td width=200>
Starts June 19, 12 PM PT!
</td>
</tr>
<tr>
<td width=150>
<center> <span style="color:gray;"><b>Ended</b></span> <br>
Recording: <a target="_blank" href="https://youtu.be/GobqvKXCVtc">[Video]</a></center>
</td>
<td style="padding-left:8px"><b>Panel-2: Future Directions</b>
<br>Justin Johnson, He He, Mohit Bansal, Katerina Fragkiadaki, Anirudh Koul
<br>Hosted on Zoom, joining link on the internal CVPR website
<!-- <br><a target="_blank" href="#panel-2">[More Info]</a> -->
</td>
<td width=200>
Starts June 19, 3 PM PT!
</td>
</tr>
<tr>
<td width=150>
<!-- <center> <span style="color:gray;"><b>Ended</b></span></center> -->
</td>
<td style="padding-left:8px"><b>Live QA-2</b>
<br>Individual live QA for challenge related talks and poster spotlight presenters.
<br>Hosted on Gatherly, joining link on the internal CVPR website
<!-- <br><a target="_blank" href="#live-qa-2">[More Info]</a> -->
</td>
<td width=200>
Starts June 20, 12 AM PT!
</td>
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<p style="font-size:20px; color:black; font-weight: 50" align=center>
<a href="workshop.html" style="padding:13px">Home</a>
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<a href="abstracts.html" style="padding:13px">Accepted Abstracts</a></p> -->
<hr>
<div class="large-12 columns">
<img src="./static/img/challenge.png" height="900" width="500" style="display:block; margin:auto;" frameBorder="0">
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<br>
<br>
<div class="row">
<h1 style="font-size:30px; color:grey; font-weight: 200">Introduction</h1>
<div class="large-12 columns" style="text-align:left;">
<p style="font-size:15px; font-weight: 400; text-align:left">
The primary goal of this workshop is two-fold. First is to benchmark progress in Visual Question Answering.
<ul style="font-size:15px;">
There will be three tracks in the Visual Question Answering Challenge this year.<br><br>
<li style="margin-left:30px">
VQA: This track is the 6th challenge on the <a target="_blank" href="http://visualqa.org/download.html">VQA v2.0 dataset</a> introduced in <a target="_blank" href="https://arxiv.org/abs/1612.00837">Goyal et al., CVPR 2017</a>.
The <a target="_blank" href="http://visualqa.org/challenge_2017.html">2nd</a>, <a target="_blank" href="http://visualqa.org/challenge_2018.html">3rd</a>, <a target="_blank" href="http://visualqa.org/challenge_2019.html">4th</a> and <a target="_blank" href="http://visualqa.org/challenge_2020.html">5th</a> editions were organised at CVPR 2017, CVPR 2018, CVPR 2019 and CVPR 2020 on the VQA v2.0 dataset, and the <a target="_blank" href="http://visualqa.org/challenge_2016.html">1st edition</a> was organised at CVPR 2016 on the <a target="_blank" href="http://visualqa.org/vqa_v1_download.html">VQA v1.0 dataset</a> introduced in <a target="_blank" href="http://arxiv.org/abs/1505.00468">Antol et al., ICCV 2015</a>.
VQA v2.0 is more balanced and reduces language biases over VQA v1.0, and is about twice the size of VQA v1.0.
<br>
<p style="font-size:5px"></p>
Challenge link: <a target="_blank" href="https://visualqa.org/challenge">https://visualqa.org/challenge</a><br>
Evaluation Server: <a target="_blank" href="https://evalai.cloudcv.org/web/challenges/challenge-page/830/overview">https://evalai.cloudcv.org/web/challenges/challenge-page/830/overview</a><br>
Submission Deadline: Friday, May 7, 2021 23:59:59 GMT (<span id="countdown-vqa"></span>)
</li>
<br>
<li style="margin-left:30px">
TextVQA: This track is the 3rd challenge on the TextVQA dataset introduced in <a target="_blank" href="https://textvqa.org/paper">Singh et al., CVPR 2019</a>.
TextVQA requires models to read and reason about text in an image to answer questions based on them.
In order to perform well on this task, models need to first detect and read text in the images.
Models then need to reason about this to answer the question.
The <a target="_blank" href="https://textvqa.org/challenge/2019">1st edition</a> and <a target="_blank" href="https://textvqa.org/challenge/2020">2nd edition</a> of the TextVQA Challenge were organised at CVPR 2019 and CVPR 2020.
<br>
<p style="font-size:5px"></p>
<!-- Challenge link: Coming Soon! <br> -->
Evaluation Server: <a target="_blank" href="https://eval.ai/web/challenges/challenge-page/874/">https://eval.ai/web/challenges/challenge-page/874/</a><br>
Submission Deadline: May 14, 2021 23:59:59 GMT (<span id="countdown-textvqa"></span>)
<!-- <b>[Extended]</b> -->
</li>
<br>
<li style="margin-left:30px">
TextCaps: This track is the 2nd challenge on the TextCaps dataset introduced in <a target="_blank" href="https://arxiv.org/abs/2003.12462">Sidrov et al., ECCV 2020</a>.
TextCaps requires models to read and reason about text in images to generate captions about them.
Specifically, models need to incorporate a new modality of text present in the images and reason over it and visual content in the image to generate image descriptions.
The 1st edition of the TextCaps Challenge was organised at CVPR 2020.
<br>
<!-- <p style="font-size:5px"></p> -->
<!-- Challenge link: Coming Soon! <br> -->
Evaluation Server: <a target="_blank" href="https://eval.ai/web/challenges/challenge-page/906/">https://eval.ai/web/challenges/challenge-page/906/</a><br>
<!-- Submission Deadline: May 15, 2020 23:59:59 GMT (<span id="countdown-textcaps"></span>) -->
<!-- <b>[Extended]</b> -->
</li>
<br>
The second goal of this workshop is to continue to bring together researchers interested in visually-grounded question answering, dialog systems, and language in general to share state-of-the-art approaches, best practices, and future directions in multi-modal AI.
In addition to invited talks from established researchers, we invite submissions of extended abstracts of at most 2 pages describing work in the relevant areas including: Visual Question Answering, Visual Dialog, (Textual) Question Answering, (Textual) Dialog Systems, Commonsense knowledge, Vision + Language, etc.
The submissions are not specific to any challenge track.
All accepted abstracts will be presented as posters at the workshop to disseminate ideas.
The workshop is on June 19, 2021, at the <a target="_blank" href="http://cvpr2021.thecvf.com/">IEEE Conference on Computer Vision and Pattern Recognition, 2021</a>.
<br><br>
</p>
</div>
<hr>
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<a name="zhou"></a>
<h1 style="font-size:30px; color:grey; font-weight: 200">Invited Speakers</h1>
<div class="team" id="people">
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<div class="large-1 columns" style="padding-left:0px">
<p></p>
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<a target="_blank" href="https://staff.fnwi.uva.nl/r.fernandezrovira/"><img src="./static/invited/speakers_2021/raquel.png" class="home_team_picture" style="width:150px; height:150px;">
<br>
<p style="font-weight: 200;">Raquel Fernández</a>
<br>University of Amsterdam</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://sites.google.com/view/vittoferrari"><img src="./static/invited/speakers_2021/vittorio.png" class="home_team_picture" style="width:150px; height:150px;">
<br>
<p style="font-weight: 200;">Vittorio Ferrari</a>
<br>Google</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://hhexiy.github.io/"><img src="./static/invited/speakers_2021/hehe.jpg" class="home_team_picture" style="width:150px; height:150px;">
<br>
<p style="font-weight: 200;">He He</a>
<br>New York University</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://www.linkedin.com/in/anirudhkoul/"><img src="./static/invited/speakers_2021/anirudh.jpeg" class="home_team_picture" style="width:150px; height:150px;">
<br>
<p style="font-weight: 200;">Anirudh Koul</a>
<br>Pinterest</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://www.cs.princeton.edu/~olgarus/"><img src="./static/invited/speakers_2021/olga.jpeg" class="home_team_picture" style="width:150px; height:150px;">
<br>
<p style="font-weight: 200;">Olga Russakovsky</a>
<br>Princeton University</p>
</div>
<div class="large-1 columns"><p></p></div>
</div>
<div class="row">
<div class="large-1 columns" style="padding-left:0px">
<p></p>
</div>
<div class="large-2 columns">
<a target="_blank" href="http://www.aidanematzadeh.me/"><img src="./static/invited/speakers_2021/aida.jpg" class="home_team_picture" style="width:150px; height:150px;">
<br>
<p style="font-weight: 200;">Aida Nematzadeh</a>
<br>DeepMind</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://web.eecs.umich.edu/~justincj/"><img src="./static/invited/speakers_2021/justin.jpg" class="home_team_picture" style="width:150px; height:150px;">
<br>
<p style="font-weight: 200;">Justin Johnson</a>
<br>University of Michigan</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://www.damienteney.info/"><img src="./static/invited/speakers_2021/damien.png" class="home_team_picture" style="width:150px; height:150px;">
<br>
<p style="font-weight: 200;">Damien Teney</a>
<br>Idiap Research Institute</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://www.cs.unc.edu/~mbansal/"><img src="./static/invited/speakers_2021/mohit.png" class="home_team_picture" style="width:150px; height:150px;">
<br>
<p style="font-weight: 200;">Mohit Bansal</a>
<br>UNC Chapel Hill</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://www.cs.cmu.edu/~katef/"><img src="./static/invited/speakers_2021/katerina.png" class="home_team_picture" style="width:150px; height:150px;">
<br>
<p style="font-weight: 200;">
Katerina Fragkiadaki</a>
<br>Carnegie Mellon University</p>
</div>
<div class="large-1 columns">
<p></p>
</div>
<!-- <div class="large-2 columns"></div> -->
</div>
<!-- <br> -->
<!-- <span style="margin-left:500px">More speakers to be added.</span> -->
<hr>
</div>
</div>
<div class="row" id="program">
<h1 style="font-size:30px; color:grey; font-weight: 200">Program</h1>
<!-- Corresponding page on CVPR 2021 website: <a target="_blank" href="http://cvpr20.com/visual-question-answering-and-dialog/">http://cvpr20.com/visual-question-answering-and-dialog</a>.
<br>
Please use the above website to join the live sessions and ask questions using text-based chat. -->
<br>
<br>
<br>
<h2 style="font-size:25px; color:red; font-weight: 200"><b>Live</b></h2>
<div id="content">
<div class="schedule">
<table width="100%">
<tr id="panel-1">
<td width=150>
<center>June 19, 2021 <br> 9 AM - 10 AM PT</center>
</td>
<td width=500>
<center>
<img src="./static/invited/speakers_2021/vittorio.png">
<img src="./static/invited/speakers_2021/damien.png">
<img src="./static/invited/speakers_2021/raquel.png">
<br>
<img src="./static/invited/speakers_2021/aida.jpg">
<img src="./static/invited/speakers_2021/olga.jpeg">
</td>
<td style="padding-left:8px">
<b>Panel-1: Future Directions</b>
<br>
Vittorio Ferrari, Damien Teney, Raquel Fernández, <br> Aida Nematzadeh, Olga Russakovsky
<br>
<br>
Hosted on Zoom, joining link on the internal CVPR website: <a target="_blank" href="https://www.eventscribe.net/2021/2021CVPR/agenda.asp?startdate=6/19/2021&enddate=6/19/2021&BCFO=M&pfp=Workshops&mode=&tn=&cpftwo=&custwo=&pta=/">Link</a>
<br><br>
<span style="color: grey">(Panel ended)
<br><br>
Recording available now: <a target="_blank" href="https://youtu.be/L-86t1AW3z4">[Video]</a>
<br>
<br>
<!-- <br> To join Panel-1, visit: <a target="_blank" href="http://cvpr20.com/event/panel-1-future-directions-w64/">http://cvpr20.com/event/panel-1-future-directions-w64</a>. -->
<br>
<br>
<!-- If you can't, send us questions at <a target="_blank" href="https://forms.gle/bb6owMhwJJ9rcrSp7">https://forms.gle/bb6owMhwJJ9rcrSp7</a>. -->
</td>
</tr>
<tr id="live-qa-1">
<td width=150>
<center>June 19, 2021 <br>12 PM - 1 PM PT</center>
</td>
<td width=240>
<center>
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
<br>
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
</center>
</td>
<td style="padding-left:8px"><b>Live QA-1</b>
<br>
Individual live QA for challenge related talks and poster spotlight presenters.
<br>
<br>
Hosted on Gatherly, joining link on the internal CVPR website: <a target="_blank" href="https://www.eventscribe.net/2021/2021CVPR/agenda.asp?startdate=6/19/2021&enddate=6/19/2021&BCFO=M&pfp=Workshops&mode=&tn=&cpftwo=&custwo=&pta=/">Link</a>
<!-- Join using the Zoom link for the corresponding talk on <a target="_blank" href="http://cvpr20.com/visual-question-answering-and-dialog/">http://cvpr20.com/visual-question-answering-and-dialog</a>. -->
</td>
</tr>
<tr id="panel-2">
<td width=150>
<center>June 19, 2021 <br>3 PM - 4 PM PT</center>
</td>
<td width=500>
<center>
<img src="./static/invited/speakers_2021/justin.jpg">
<img src="./static/invited/speakers_2021/hehe.jpg">
<img src="./static/invited/speakers_2021/mohit.png">
<br>
<img src="./static/invited/speakers_2021/katerina.png">
<img src="./static/invited/speakers_2021/anirudh.jpeg">
</td>
<td style="padding-left:8px">
<b>Panel-2: Future Directions</b>
<br>
Justin Johnson, He He, Mohit Bansal,<br> Katerina Fragkiadaki, Anirudh Koul
<br>
<br>
Hosted on Zoom, joining link on the internal CVPR website: <a target="_blank" href="https://www.eventscribe.net/2021/2021CVPR/agenda.asp?startdate=6/19/2021&enddate=6/19/2021&BCFO=M&pfp=Workshops&mode=&tn=&cpftwo=&custwo=&pta=/">Link</a>
<br><br>
<span style="color: grey">(Panel ended)
<br><br>
Recording available now: <a target="_blank" href="https://youtu.be/GobqvKXCVtc">[Video]</a>
<br>
<br>
<!-- Recording available now: <a target="_blank" href="https://youtu.be/W_8cbkjkI6I">[Video]</a> -->
<br>
<br>
<!-- <span style="color: grey">(Panel ended) <br> To join Panel-2, visit: <a target="_blank" href="http://cvpr20.com/event/panel-2-future-directions-w64/">http://cvpr20.com/event/panel-2-future-directions-w64</a>. -->
<br>
<br>
<!-- If you can't, send us questions at <a target="_blank" href="https://forms.gle/bb6owMhwJJ9rcrSp7">https://forms.gle/bb6owMhwJJ9rcrSp7</a>. -->
</td>
</tr>
<tr id="live-qa-2">
<td width=150>
<center>June 20, 2021 <br>12 AM - 1 AM PT</center>
</td>
<td width=240>
<center>
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
<br>
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
</center>
</td>
<td style="padding-left:8px"><b>Live QA-2</b>
<br>
Individual live QA for challenge related talks and poster spotlight presenters.
<br>
<br>
Hosted on Gatherly, joining link on the internal CVPR website: <a target="_blank" href="https://www.eventscribe.net/2021/2021CVPR/agenda.asp?startdate=6/19/2021&enddate=6/19/2021&BCFO=M&pfp=Workshops&mode=&tn=&cpftwo=&custwo=&pta=/">Link</a>
<!-- Join using the Zoom link for the corresponding talk on <a target="_blank" href="http://cvpr20.com/visual-question-answering-and-dialog/">http://cvpr20.com/visual-question-answering-and-dialog</a>. -->
</td>
</tr>
</table>
</div>
</div>
<br>
<br>
<br>
<h2 style="font-size:25px; color:red; font-weight: 200"><b>Prerecorded</b></h2>
<div id="content-2">
<div class="schedule">
<table width="100%">
<tr>
<td width=150>
<center> </center>
</td>
<td width=500>
<center><img src="./static/img/aishwarya.jpg"></center>
</td>
<td style="padding-left:8px"><b>Welcome</b>
<br>Aishwarya Agrawal (University of Montreal / Mila / Deepmind)
<br><a target="_blank" href="https://youtu.be/boO0dc1zmQY">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/11mPWEu8fwWMdPeBME3OarcQe2f2TjIxK/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#panel-1">Panel-1</a></center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2021/raquel.png"></center>
</td>
<td style="padding-left:8px">
<b>Invited Talk</b>
<br>
<b>Title: Visual & Conversational Saliency</b>
<br>Raquel Fernández (University of Amsterdam)
<br>
<a target="_blank" href="https://youtu.be/SNwSukCtPM0">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/14Vg_zny0Qz2oQjk58WwN6QLBD5sybYd2/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#panel-1">Panel-1</a> </center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2021/vittorio.png"></center>
</td>
<td style="padding-left:8px">
<b>Invited Talk</b>
<br>
<b>Title: Connecting Vision and Language with Localized Narratives and Open Images</b>
<br>Vittorio Ferrari (Google)
<br>
<a target="_blank" href="https://youtu.be/-iF4gkcdBx0">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1SXK223NUXGz-Ayp2mzcBY9mS4W1-snLT/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#panel-2">Panel-2</a></center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2021/hehe.jpg"></center>
</td>
<td style="padding-left:8px">
<b>Invited Talk</b>
<br>
<b>Title: Towards Overcoming the Language Prior in VQA</b>
<br>He He (New York University)
<br>
<a target="_blank" href="https://youtu.be/C3CAW8fW8A4">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1TxqePHlM8Ofa_7aY16QtXQ84jomIkynK/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#panel-2">Panel-2</a></center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2021/anirudh.jpeg"></center>
</td>
<td style="padding-left:8px">
<b>Invited Talk</b>
<br>
<b>Title: How AI Can Empower The Blind Community</b>
<br>Anirudh Koul (Pinterest)
<br>
<a target="_blank" href="https://youtu.be/zCmzV2QXwMY">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1VyOlRsGJNYSNfBnDJE8LSnFyuJNWmyfV/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#panel-1">Panel-1</a> </center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2021/olga.jpeg"></center>
</td>
<td style="padding-left:8px">
<b>Invited Talk</b>
<br>
<b>Title: Models, metrics, tasks and fairness in vision and language</b>
<br>Olga Russakovsky (Princeton University)
<br>
<a target="_blank" href="https://youtu.be/dyHlSU7HSN8">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1QhRQVkqIuGgvtfP61MssHZsM5xXYXs2P/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr id="vqa-challenge-2021-results">
<td width=150>
<center>To ask questions, join <a href="#live-qa-1">Live QA-1</a> or <a href="#live-qa-2">Live QA-2</a></center>
</td>
<td width=500>
<center><img src="./static/img/ayush.jpg"></center>
</td>
<td style="padding-left:8px"><b>VQA Challenge Talk (Overview, Analysis and Winner Announcement)</b>
<br>Ayush Shrivastava (Georgia Tech)
<br>
<a target="_blank" href="https://youtu.be/8RRyaKOlRWs">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1ZcA5Bssv4eJPjl32xy17atjnznsbKQjX/view?usp=sharing">[Slides]</a>
<br><br>
Poster ID: 12
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#live-qa-1">Live QA-1</a> or <a href="#live-qa-2">Live QA-2</a></center>
</td>
<td width=500>
<center>
<img src="./static/invited/challenge_2021_winners/MingYan.png">
<img src="./static/invited/challenge_2021_winners/HaiyangXu.png">
<img src="./static/invited/challenge_2021_winners/ChenliangLi.png">
<img src="./static/invited/challenge_2021_winners/JunfengTian.png">
<br>
<img src="./static/invited/challenge_2021_winners/WeiWang.png">
<img src="./static/invited/challenge_2021_winners/BinBi.png">
<img src="./static/invited/challenge_2021_winners/ZhengCao.png">
<img src="./static/invited/challenge_2021_winners/JiZhang.png">
<br>
<img src="./static/invited/challenge_2021_winners/SongfangHuang.png">
<img src="./static/invited/challenge_2021_winners/FeiHuang.png">
<img src="./static/invited/challenge_2021_winners/LuoSi.png">
<br>
<img src="./static/invited/challenge_2021_winners/damo.png" style="border-radius: 0%;">
</center>
</td>
<td style="padding-left:8px"><b>VQA Challenge Winner Talk</b>
<br>Team: AliceMind
<br>Members: Ming Yan, Haiyang Xu, Chenliang Li , Junfeng Tian, Wei Wang, Bin Bi, Zheng Cao, Ji Zhang, Songfang Huang, Fei Huang, Luo Si
<br>Affiliation: Alibaba Group
<br>
<a target="_blank" href="https://youtu.be/iRG29Cq4CDE">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1KjVjz9cG0KFbEzQwckyDXwrh_63-dbBn/view?usp=sharing">[Slides]</a>
<br><br>
Poster ID: 13
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#live-qa-1">Live QA-1</a> or <a href="#live-qa-2">Live QA-2</a></center>
</td>
<td width=500>
<center><img src="./static/img/yashkant.jpg"></center>
</td>
<td style="padding-left:8px"><b>TextVQA Challenge Talk (Overview, Analysis and Winner Announcement)</b>
<br>Yash Kant (Georgia Tech)
<br>
<a target="_blank" href="https://youtu.be/0vdMWMStxOA">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1CGksfKjJnbsnDV6UnGYaT4_4k1PF-UgK/view?usp=sharing">[Slides]</a>
<br><br>
Poster ID: 14
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#live-qa-1">Live QA-1</a> or <a href="#live-qa-2">Live QA-2</a></center>
</td>
<td width=500>
</td>
<td style="padding-left:8px"><b>TextVQA Challenge Winner</b>
<br>Members: Yixuan Qiao, Hao Chen, Jun Wang, Xianbin Ye, Ziliang Li, Peng Gao, Guotong Xie
<br>
<!-- <a target="_blank" href="">[Video]</a> -->
<!-- <a target="_blank" href="">[Slides]</a> -->
<a target="_blank" href="https://drive.google.com/file/d/1TWGJg7q7DJO_wb8dw2KS__pm4lhh7UHn/view">[Paper]</a>
<br><br>
Poster ID: 15
</td>
<tr>
<td width=150>
<center>To ask questions, join <a href="#live-qa-1">Live QA-1</a> or <a href="#live-qa-2">Live QA-2</a></center>
</td>
<td width=500>
<center>
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
<img src="./static/invited/poster.png" style="width: 80px; height: 80px; border-radius: 0%;">
</center>
</td>
<td style="padding-left:8px"><b>Poster Spotlights</b>
<br>
To watch the poster spotlights, visit: <a href="posters_2021.html">https://visualqa.org/posters_2021</a>.
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#live-qa-1">Live QA-1</a> or <a href="#live-qa-2">Live QA-2</a></center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2020/aman.jpg"></center>
</td>
<td style="padding-left:8px"><b>TextCaps Challenge Talk (Overview, Analysis and Winner Announcement)</b>
<br>Amanpreet Singh (Facebook AI Research)
<br>
<a target="_blank" href="https://youtu.be/oaPgdb7h4-0">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1-llSbeHg3H03e6eHXcRq9urm7nAIDMUG/view?usp=sharing">[Slides]</a>
<br><br>
Poster ID: 16
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#live-qa-1">Live QA-1</a> or <a href="#live-qa-2">Live QA-2</a></center>
</td>
<td width=500>
<center>
<img src="./static/invited/challenge_2021_winners/Picture1.png">
<img src="./static/invited/challenge_2021_winners/Picture2.png">
<img src="./static/invited/challenge_2021_winners/Picture3.png">
<img src="./static/invited/challenge_2021_winners/Picture4.png">
<br>
<img src="./static/invited/challenge_2021_winners/Picture5.png">
<img src="./static/invited/challenge_2021_winners/Picture6.png">
<img src="./static/invited/challenge_2021_winners/Picture7.png">
<img src="./static/invited/challenge_2021_winners/Picture8.png">
<br>
<img src="./static/invited/challenge_2021_winners/Picture9.png">
<img src="./static/invited/challenge_2021_winners/Picture10.png">
<br>
<img src="./static/invited/challenge_2021_winners/Picture11.png" style="border-radius: 0%;">
<img src="./static/invited/challenge_2021_winners/Picture12.png" style="border-radius: 0%;">
</center>
</td>
<td style="padding-left:8px"><b>TextCaps Challenge Winner Talk</b>
<br>Members: Zhengyuan Yang, Jianfeng Wang, Xiaowei Hu, Zhe Gan, Lijuan Wang, Yijuan Lu, Dinei Florencio, Cha Zhang, Jiebo Luo, Zicheng Liu
<br>Affiliations: Microsoft, University of Rochester
<br>
<a target="_blank" href="https://youtu.be/IzqS3TUyPh4">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1lqIkw0QpNjbQkT_AikcnLZPUSMGLEpsZ/view?usp=sharing">[Slides]</a>
<br><br>
Poster ID: 17
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#panel-1">Panel-1</a></center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2021/aida.jpg"></center>
</td>
<td style="padding-left:8px">
<b>Invited Talk</b>
<br>
<b>Title: Towards Better Multimodal Pretraining</b>
<br>Aida Nematzadeh (DeepMind)
<br>
<a target="_blank" href="https://youtu.be/06fSUQw_RCQ">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1gG8k_DFtunpDPY4YF0aCCFs3DM5ktc4M/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#panel-2">Panel-2</a></center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2021/justin.jpg"></center>
</td>
<td style="padding-left:8px">
<b>Invited Talk</b>
<br>
<b>Title: Learning Visual Representations from Language</b>
<br>Justin Johnson (University of Michigan)
<br>
<a target="_blank" href="https://youtu.be/swg0wCRBUJE">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1IsR1CH2iK152L9fCvkXAX6a7icKtBXcN/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#panel-1">Panel-1</a> </center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2021/damien.png"></center>
</td>
<td style="padding-left:8px">
<b>Invited Talk</b>
<br>
<b>Title: Visual question answering and the limits of statistical learning. Are we building a ladder to the moon?</b>
<br>Damien Teney (Idiap Research Institute)
<br>
<a target="_blank" href="https://youtu.be/ggWmvWsE1l0">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1qEuN8nFSYdaorG-tujonMqpjQCG59Oro/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#panel-2">Panel-2</a></center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2021/mohit.png"></center>
</td>
<td style="padding-left:8px">
<b>Invited Talk</b>
<br>
<b>Title: Knowledgeable & Spatial-Temporal Vision+Language</b>
<br>Mohit Bansal (UNC Chapel Hill)
<br>
<a target="_blank" href="https://youtu.be/ckWMwRCNsB4">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1JX6NF05DbALR35Ovl2bcc9D-RKglVLKo/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr>
<td width=150>
<center>To ask questions, join <a href="#panel-2">Panel-2</a></center>
</td>
<td width=500>
<center><img src="./static/invited/speakers_2021/katerina.png"></center>
</td>
<td style="padding-left:8px">
<b>Invited Talk</b>
<br>
<b>Title: Augment Machine Intelligence with Multimodal Information</b>
<br>Katerina Fragkiadaki (Carnegie Mellon University)
<br>
<a target="_blank" href="https://youtu.be/uZgU7aOl6ks">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1KuqUU_-Y43TZXfBs318MuMqRjMV_Coap/view?usp=sharing">[Slides]</a>
</td>
</tr>
<tr>
<td width=150>
<center> </center>
</td>
<td width=500>
<center><img src="./static/img/aishwarya.jpg"></center>
</td>
<td style="padding-left:8px"><b>Closing Remarks</b>
<br>Aishwarya Agrawal (University of Montreal / Mila / Deepmind)
<br>
<a target="_blank" href="https://youtu.be/wjCjG_kkIU4">[Video]</a>
<a target="_blank" href="https://drive.google.com/file/d/1sLZyDsEuFa23D8Z-qCq7JLG_USMMR2es/view?usp=sharing">[Slides]</a>
</td>
</tr>
</table>
</div>
<hr>
</div>
</div>
<div class="row" id="sub">
<h1 style="font-size:30px; color:grey; font-weight: 200">Submission Instructions</h1>
<div class="large-12 columns" style="text-align:left;">
<p style="font-size:15px; font-weight: 400; text-align:left">We invite submissions of extended abstracts of at most 2 pages (excluding references) describing work in areas such as: Visual Question Answering, Visual Dialog, (Textual) Question Answering, (Textual) Dialog Systems, Commonsense knowledge, Video Question Answering, Video Dialog, Vision + Language, and Vision + Language + Action (Embodied Agents). Accepted submissions will be presented as posters at the workshop. The extended abstract should follow the CVPR formatting guidelines and be emailed as a single PDF to the <a href="#submit">email id</a> mentioned below.
<!-- Please use the following LaTeX/Word templates. -->
<!-- <li style="font-size:15px; font-weight: 200; text-align:left">LaTeX/Word Templates (tar): <a href="http://cvpr2019.thecvf.com/files/cvpr2019AuthorKit.tgz">cvpr2019AuthorKit.tgz</a></li> -->
<!-- <li style="font-size:15px; font-weight: 200; text-align:left">LaTeX/Word Templates (zip): <a href="http://cvpr2019.thecvf.com/files/cvpr2019AuthorKit.zip">cvpr2019AuthorKit.zip</a></li> -->
</p>
<br>
<ul style="font-size:15px;">
<span style="font-size:20px;">Dual Submissions</span><br>
We encourage submissions of relevant work that has been previously published, or is to be presented at the main conference. The accepted abstracts will not appear in the official IEEE proceedings.
<br><br>
<span style="font-size:20px;" id="submit">Where to Submit?</span><br>
Please send your abstracts to <a href="mailto:[email protected]">[email protected]</a>
<br><br>
</div>
<hr>
</div>
<div class="row">
<h1 style="font-size:30px; color:grey; font-weight: 200">Dates</h1>
<div class="large-12 columns" style="text-align:left;">
<div class="large-12 columns" style="text-align:left;">
<p style="font-size:15px; font-weight: 200; border-style: solid;
border-width: 1px; text-align:justify; padding:5px; width:65%">
<code>
<!-- <span style="width:40%; margin:5px; display:inline-block;">May 21, 2018</span> -->
<!-- <span style="width:40%; margin:5px; display:inline-block;">May 25, 2018 <span style="background-color:red; color:white;">Extended</span></span> -->
<span style="width:40%; margin:5px; display:inline-block;">March 2021</span>
<span style="display:inline-block; margin-left:100px;">Challenge Announcements</span><br>
<span style="width:40%; margin:5px; display:inline-block;">
May 21, 2021
<span style="background-color:red; color:white;">Extended</span>
</span>
<span style="display:inline-block; margin-left:100px;">Workshop Paper Submission</span><br>
<span style="width:40%; margin:5px; display:inline-block;">mid-May 2021</span>
<span style="display:inline-block; margin-left:100px;">Challenge Submission Deadlines</span><br>
<span style="width:40%; margin:5px; display:inline-block;">May 28, 2021</span>
<span style="display:inline-block; margin-left:100px;">Notification to Authors</span><br>
<!-- <span style="display:inline-block; margin-left:100px;">Decision to Authors</span> -->
<!-- <span style="width:40%; margin:5px; display:inline-block;">Apr 10, 2019</span>
<span style="display:inline-block; margin-left:100px;">Camera Ready Submission</span><br> -->
<span style="width:40%; margin:5px; display:inline-block;">June 19, 2021</span>
<span style="display:inline-block; margin-left:100px;">Workshop</span>
</code></p>
<!-- <p style="font-size:15px; font-weight: 400;">If you missed the deadline and are interested in presenting at the workshop, please shoot us an email.</p> -->
</div>
</div>
<hr>
</div>
<!-- <div class="row" id="submit">
<h1 style="font-size:30px; color:grey; font-weight: 200">Where to Submit?</h1>
<div class="large-12 columns" style="text-align:left;">
<p style="font-size:15px; font-weight: 400; text-align:left">Please send your abstracts to <a href="mailto:[email protected]">[email protected]</a></p>
</div>
<hr>
</div> -->
<div class="row">
<h1 style="font-size:30px; color:grey; font-weight: 200">Organizers</h1>
<div class="team" id="people">
<div class="row">
<div class="large-1 columns">
<p></p>
</div>
<div class="large-1 columns">
<p></p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://ayshrv.github.io/"><img src="./static/img/ayush.jpg" class="home_team_picture" style="width: 125px; height:125px;">
<br>
</a>
<p style="font-weight: 200;">Ayush Shrivastava
<br>Georgia Tech</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://yashkant.github.io/"><img src="./static/img/yashkant.jpg" class="home_team_picture" style="width: 125px; height:125px;">
<br>
</a>
<p style="font-weight: 200;">Yash Kant
<br>Georgia Tech</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://sgondala.github.io/"><img src="./static/img/sashank.png" class="home_team_picture" style="width: 125px; height:125px;">
<br>
</a>
<p style="font-weight: 200;">Sashank Gondala
<br>Georgia Tech</p>
</div>
<div class="large-2 columns">
<a target="_blank" href="https://satwikkottur.github.io/"><img src="./static/img/satwik.jpg" class="home_team_picture" style="width: 125px; height:125px;">
<br>
</a>
<p style="font-weight: 200;">Satwik Kottur
<br>Facebook AI</p>
</div>
<div class="large-1 columns">
<p></p>
</div>
<div class="large-1 columns">
<p></p>
</div>
</div>
<div class="row" style="padding-left: 1em; padding-right: 1em;">
<div class="large-1 columns" style="padding-left:75px">
<p></p>
</div>
<div class="large-1 columns">
<p></p>
</div>
<div class="large-1 columns">
<p></p>