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<!DOCTYPE html>
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<title>VQA: Visual Question Answering</title>
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<p style="font-size:30px; color:black; font-weight: 50" align=center>VQA Challenge Workshop
<br>
<span style="font-size:18px; color:gray; font-weight: 50" align=center>at CVPR 2016, June 26, Las Vegas, USA</span></p>
<p style="font-size:20px; color:black; font-weight: 50" align=center><a href="workshop_2016.html" style="padding:13px">Home</a> <a href="#program" style="padding:13px">Program</a> <a href="#sub" style="padding:13px">Submission</a><a href="abstracts_2016.html" style="padding:13px">Accepted Abstracts</a></p>
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<img src="./static/img/challenge.png" height="900" width="500" style="display:block; margin:auto;" frameBorder="0">
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<br>
<p style="font-size:15px; font-weight: 200; text-align:center"><b>The VQA Challenge Winners and Honorable Mentions were announced at the <a href="http://www.visualqa.org/workshop.html">VQA Challenge Workshop</a> where they were awarded TitanX GPUs sponsored by NVIDIA!</b></p>
<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: 200; text-align:left">
The primary purpose of this workshop is to hold a <a href="http://visualqa.org/challenge.html">challenge</a> on Visual Question Answering on the <a href="http://visualqa.org">VQA dataset</a>. VQA is a new dataset containing open-ended and multiple-choice questions about images. These questions require an understanding of vision, language, and commonsense knowledge to answer. This workshop will provide an opportunity to benchmark algorithms on the VQA dataset and to identify state-of-the-art algorithms.
<br>
<br>A secondary goal of this workshop is to bring together researchers interested in Visual Question Answering to share state-of-the-art approaches, best practices, and perspectives on future directions in multi-modal AI. We invite submissions of extended abstracts of at most 2 pages describing work in areas such as: Visual Question Answering, (Textual) Question Answering, Commonsense Knowledge, Video Question Answering, Image/Video Captioning and other problems at the intersection of vision and language. Accepted abstracts will be presented as posters at the workshop. The workshop will be held on June 26th, 2016 at the <a href="http://cvpr2016.thecvf.com/">IEEE Conference on Computer Vision and Pattern Recognition, 2016</a>.</p>
</div>
<hr>
</div>
<div class="row">
<h1 style="font-size:30px; color:grey; font-weight: 200">Invited Speakers</h1>
<div class="team" id="people">
<div class="row">
<div class="large-1 columns" style="padding-left:180px">
<p></p>
</div>
<div class="large-2 columns">
<a href="http://acberg.com/"><img src="./static/invited/berg.jpg" class="home_team_picture style=" width="150" height="150" ;>
<br>
<p style="font-weight: 200; margin-left:-20px;">Alex Berg</a>
<br>UNC Chapel Hill</p>
</div>
<div class="large-2 columns">
<a href="http://www.eecs.berkeley.edu/~trevor/"><img src="./static/invited/trevor.jpg" class="home_team_picture style=" width="150" height="150" ;>
<br>
<p style="font-weight: 200; margin-left:-20px;">Trevor Darrell</a>
<br>UC Berkeley</p>
</div>
<div class="large-2 columns">
<a href="https://homes.cs.washington.edu/~ali/"><img src="./static/invited/ali.jpg" class="home_team_picture style=" width="150" height="150" ;>
<br>
<p style="font-weight: 200; align: center;">Ali Farhadi</a>
<br>University of Washington</p>
</div>
<div class="large-2 columns">
<a href="https://www.mpi-inf.mpg.de/departments/computer-vision-and-multimodal-computing/people/mario-fritz/"><img src="./static/invited/mario.jpg" class="home_team_picture style=" width="145" height="130" ;>
<br>
<p style="font-weight: 200;">Mario Fritz</a>
<br>Max-Planck-Institut für Informatik</p>
</div>
<div class="large-2 columns">
</div>
</div>
<div class="row">
<div class="large-1 columns" style="padding-left:180px">
<p></p>
</div>
<div class="large-2 columns">
<a href="http://www.cs.berkeley.edu/~malik/"><img src="./static/invited/jitendra.jpg" class="home_team_picture style=" width="150" height="150" ;>
<br>
<p style="font-weight: 200;">Jitendra Malik</a>
<br>UC Berkeley</p>
</div>
<div class="large-2 columns">
<a href="http://www.m-mitchell.com/"><img src="./static/invited/margaret.jpg" class="home_team_picture style=" width="150" height="150" ;>
<br>
<p style="font-weight: 200;">Margaret Mitchell</a>
<br>Microsoft Research</p>
</div>
<div class="large-2 columns">
<a href="https://www.cs.ubc.ca/~murphyk/"><img src="./static/invited/kevin.jpg" class="home_team_picture style=" width="150" height="150" ;>
<br>
<p style="font-weight: 200;">Kevin Murphy</a>
<br>Google Research</p>
</div>
<div class="large-2 columns">
<a href="http://yuandong-tian.com/"><img src="./static/invited/yuandong.jpg" class="home_team_picture style=" width="150" height="150" ;>
<br>
<p style="font-weight: 200;">Yuandong Tian</a>
<br>Facebook AI Research</p>
</div>
<hr>
</div>
</div>
</div>
<div class="row" id="program">
<h1 style="font-size:30px; color:grey; font-weight: 200">Program (Venue: Palace III)</h1>
<div id="content">
<div class="schedule">
<table width="100%">
<tr>
<td width=140>
<center>9:00 AM - 9:10 AM</center>
</td>
<td width=240>
<center><img src="./static/img/devi.jpg"><img src="./static/img/dhruv.jpg"></center>
</td>
<td style="padding-left:8px"><b>Welcome</b></td>
</tr>
<tr>
<td width=140>
<center>9:10 AM - 9:35 AM</center>
</td>
<td width=240>
<center><img src="./static/invited/yuandong.jpg"></center>
</td>
<td style="padding-left:8px"><b>A Simple Baseline for Visual Question Answering</b>
<br>Invited Talk: Yuandong Tian (Facebook AI Research)
<br><a href="https://www.youtube.com/watch?v=3Kr1-8k9yMw&index=1&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video]</a></td>
</tr>
<tr>
<td width=170>
<center>9:35 AM - 10:00 AM</center>
</td>
<td width=240>
<center><img src="./static/invited/margaret.jpg"></center>
</td>
<td style="padding-left:8px"><b>See While You Say: Generating Human-like Language from Visual Input</b>
<br>Invited Talk: Margaret Mitchell (Microsoft Research)
<br><a href="https://www.youtube.com/watch?v=gyhknQPwav8&index=2&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video]</a></td>
</tr>
<tr>
<td width=140>
<center>10:00 AM - 10:25 AM</center>
</td>
<td width=240>
<center><img src="./static/invited/berg.jpg"></center>
</td>
<td style="padding-left:8px"><b>Consistent questions in Visual Madlibs, and detecting objects for visual question answering</b>
<br>Invited Talk: Alex Berg (UNC Chapel Hill)
<br>
</td>
</tr>
<tr>
<td width=140>
<center>10:25 AM - 10:45 AM</center>
</td>
<td width=240>
<center></center>
</td>
<td style="padding-left:8px"><b>Morning Break</b></td>
</tr>
<tr>
<td width=140>
<center>10:45 AM - 11:10 AM</center>
</td>
<td width=240>
<center><img src="./static/invited/jitendra.jpg"></center>
</td>
<td style="padding-left:8px"><b>Embodied Cognition: Linking vision, motor control and language</b>
<br>Invited Talk: Jitendra Malik (UC Berkeley)
<br><a href="https://www.youtube.com/watch?v=FVZdqohlTPU&index=6&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video]</a></td>
</tr>
<tr>
<td width=140>
<center>11:10 AM - 11:40 AM</center>
</td>
<td width=240>
<center><img src="./static/img/aishwarya.jpg"></center>
</td>
<td style="padding-left:8px"><b>Overview of challenge, winner announcements, analysis of results</b>
<br>Aishwarya Agrawal
<br><a href="https://computing.ece.vt.edu/~cvmlp/vqa/static/slides/vqa_challenge_overview_2016.pptx">[Slides]</a><a href="https://www.youtube.com/watch?v=PuuDdfTVtp4&index=12&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video]</a></td>
</tr>
<tr>
<td width=140>
<center>11:40 AM - 11:55 AM</center>
</td>
<td width=240>
<center><img src="./static/invited/andrew_shin.png"><img src="./static/invited/kuniaki_saito.jpg"><img src="./static/invited/tatsuya_harada.jpg"><img src="./static/invited/yoshitaka_ushiku.png">
<br><img src="./static/invited/logo_MIL.png"></center>
</td>
<td style="padding-left:8px"><b>Challenge Winner Talk (Abstract Scenes)</b>
<br>Andrew Shin*, Kuniaki Saito*, Yoshitaka Ushiku and Tatsuya Harada
<br><a href="https://computing.ece.vt.edu/~cvmlp/vqa/static/slides/MIL_UT_slide.pdf">[Slides]</a><a href="https://www.youtube.com/watch?v=YtOj4y0X0OA&index=7&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video}</a></td>
</tr>
<tr>
<td width=140>
<center>11:55 AM - 12:00 PM</center>
</td>
<td width=240>
<center><img src="./static/invited/adi.jpg">
<br><img src="./static/invited/brandeis.jpg"></center>
</td>
<td style="padding-left:8px"><b>Honorable Mention Spotlight (Real Images)</b>
<br>Aaditya Prakash
<br><a href="https://computing.ece.vt.edu/~cvmlp/vqa/static/slides/Highway Networks for VQA.pdf">[Slides]</a><a href="https://www.youtube.com/watch?v=Fc2v_-VTRSY&index=14&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video]</a></td>
</tr>
<tr>
<td width=140>
<center>12:00 PM - 12:15 PM</center>
</td>
<td width=240>
<center><img src="./static/invited/hyeonseob_nam.jpeg"><img src="./static/invited/jeonghee_kim.jpg">
<br><img src="./static/invited/naver.png"></center>
</td>
<td style="padding-left:8px"><b>Challenge Runner-Up Talk (Real Images)</b>
<br>Hyeonseob Nam and Jeonghee Kim
<br><a href="https://www.youtube.com/watch?v=liuhY6v3c2I&index=10&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video]</a></td>
</tr>
<tr>
<td width=140>
<center>12:15 PM - 12:30 PM</center>
</td>
<td width=240>
<center><img src="./static/img/blank.jpg"><img src="./static/invited/dong.jpg"><img src="./static/invited/daylen.jpg">
<br><img src="./static/invited/anna.jpg"><img src="./static/invited/trevor.jpg"><img src="./static/invited/marcus.jpg">
<br><img src="./static/invited/berkeley.jpg" style="border-radius: 0%;"><img src="./static/invited/sony.jpg" style="border-radius: 0%;"></center>
</td>
<td style="padding-left:8px"><b>Challenge Winner Talk (Real Images)</b>
<br>Akira Fukui, Dong Huk Park, Daylen Yang, Anna Rohrbach, Trevor Darrell and Marcus Rohrbach
<br><a href="https://computing.ece.vt.edu/~cvmlp/vqa/static/slides/vqa_final.pdf">[Slides]</a><a href="https://www.youtube.com/watch?v=i6WW0meGRLk&index=13&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video]</a></td>
</tr>
<tr>
<td width=140>
<center>12:30 PM - 2:00 PM</center>
</td>
<td width=240>
<center></center>
</td>
<td style="padding-left:8px"><b>Lunch (On your own)</b></td>
</tr>
<tr>
<td width=140>
<center>2:00 PM - 2:25 PM</center>
</td>
<td width=240>
<center><img src="./static/invited/kevin.jpg"></center>
</td>
<td style="padding-left:8px"><b>Towards vision and language aids for the blind</b>
<br>Invited Talk: Kevin Murphy (Google Research)
<br><a href="https://www.youtube.com/watch?v=p8o_FMatt0k&index=5&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video]</a></td>
</tr>
<tr>
<td width=140>
<center>2:25 PM - 2:50 PM</center>
</td>
<td width=240>
<center><img src="./static/invited/trevor.jpg"></center>
</td>
<td style="padding-left:8px"><b>Recent Advances in Visual Question Learning</b>
<br>Trevor Darrell (UC Berkeley)
<br><a href="https://www.youtube.com/watch?v=0p-LQKzj0_A&index=4&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video]</a></td>
</tr>
<tr>
<td width=140>
<center>2:50 PM - 4:00 PM</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%;"><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%;"><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 session and Afternoon break</b></td>
</tr>
<tr>
<td width=140>
<center>4:00 PM - 4:25 PM</center>
</td>
<td width=240>
<center><img src="./static/invited/ali.jpg"></center>
</td>
<td style="padding-left:8px"><b>VQA Divide and Conquer</b>
<br>Ali Farhadi (University of Washington)
<br><a href="https://www.youtube.com/watch?v=TcfkWtg6V3M&index=11&list=PL_bDvITUYucC0r43EXIHkQE_fHVXlmboH">[Video]</a></td>
</tr>
<tr>
<td width=140>
<center>4:25 PM - 4:50 PM</center>
</td>
<td width=240>
<center><img src="./static/invited/mario.jpg"></center>
</td>
<td style="padding-left:8px"><b>Invited Talk</b>
<br>Mario Fritz (Max-Planck-Institut für Informatik)</td>
</tr>
<tr>
<td width=140>
<center>4:50 PM - 6:00 PM</center>
</td>
<td width=500>
<center><img src="./static/invited/berg.jpg"><img src="./static/invited/ali.jpg"><img src="./static/invited/mario.jpg"><img src="./static/invited/jitendra.jpg"><img src="./static/invited/margaret.jpg"><img src="./static/invited/kevin.jpg"><img src="./static/invited/kate.jpg"><img src="./static/invited/yuandong.jpg"></center>
</td>
<td style="padding-left:8px"><b>Panel: Future Directions</b></td>
</tr>
<tr>
<td width=140>
<center>6:00 PM</center>
</td>
<td width=240>
<center><img src="./static/img/devi.jpg"><img src="./static/img/dhruv.jpg"></center>
</td>
<td style="padding-left:8px"><b>Closing Remarks</b>
<br><a href="https://computing.ece.vt.edu/~cvmlp/vqa/static/slides/2016_06_VQA_workshop_closing.pptx">[Slides]</a></td>
</tr>
</table>
</div>
<hr>
</div>
</div>
<div class="row" id="sub">
<h1 style="font-size:30px; color:grey; font-weight: 200">Poster Presentation Instructions</h1>
<div class="large-12 columns" style="text-align:left;">
<p style="font-size:15px; font-weight: 200; text-align:left">1. Poster stands will be 8 feet wide by 4 feet high. Please review the <a href="http://cvpr2016.thecvf.com/files/cvpr16-poster-template-n.ppt">CVPR16 poster template</a> for more details on how to prepare your poster. You do not need to use this template, but please read the instructions carefully and prepare your posters accordingly.
<br>
<br> 2. Poster presenters are asked to install their posters between 12:25 PM and 2:00 PM. Push pins will be provided for attaching posters to the boards.
</p>
</div>
<hr>
</div>
<div class="row">
<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: 200; text-align:left">We invite submissions of extended abstracts of at most 2 pages describing work in areas such as: Visual Question Answering, (Textual) Question Answering, Commonsense Knowledge, Video Question Answering, Image/Video Captioning and other problems at the intersection of vision and language. Accepted submissions will be presented as posters at the workshop. The extended abstract should follow the CVPR formatting guidelines and be emailed as 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://cvpr2016.thecvf.com/files/cvpr2016AuthorKit.tgz">cvpr2016AuthorKit.tgz</a></li>
<li style="font-size:15px; font-weight: 200; text-align:left">LaTeX/Word Templates (zip): <a href="http://cvpr2016.thecvf.com/files/cvpr2016AuthorKit.zip">cvpr2016AuthorKit.zip</a></li>
</p>
</div>
<hr>
</div>
<div class="row">
<h1 style="font-size:30px; color:grey; font-weight: 200">Dual Submissions</h1>
<div class="large-12 columns" style="text-align:left;">
<p style="font-size:15px; font-weight: 200; text-align:left">We encourage submissions of relevant work that has been previously published, or is to be presented at the main conference. The accepted abstracts will be posted on the workshop website and will not appear in the official IEEE proceedings.</p>
</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 08, 2016 <span style="background-color:red; color:white;">Extended</span></span>
<span style="display:inline-block; margin-left:100px;">Submission Deadline</span><br>
<span style="width:40%; margin:5px; display:inline-block;">May 15, 2016</span>
<span style="display:inline-block; margin-left:100px;">Decision to Authors</span>
</code></p>
<p style="font-size:15px; font-weight: 200;">In case you need a decision before the CVPR early registration deadline (May 15), please let us know.</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: 200; 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" style="padding-left:200px">
<p></p>
</div>
<div class="large-2 columns">
<a href="https://computing.ece.vt.edu/~aish/"><img src="./static/img/aishwarya.jpg" class="home_team_picture" style="width: 100px; height:100px;">
<br>
</a>
<p style="font-weight: 200; margin-left:-20px;">Aishwarya Agrawal
<br>Virginia Tech</p>
</div>
<div class="large-2 columns">
<a href="http://www.acsu.buffalo.edu/~jiasenlu/"><img src="./static/img/jiasen.jpg" class="home_team_picture" style="width: 100px; height:100px;">
<br>
</a>
<p style="font-weight: 200; align: center;">Jiasen Lu
<br>Virginia Tech</p>
</div>
<div class="large-2 columns">
<a href="https://computing.ece.vt.edu/~ygoyal/"><img src="./static/img/yash.jpg" class="home_team_picture" style="width: 100px; height:100px;">
<br>
</a>
<p style="font-weight: 200;">Yash Goyal
<br>Virginia Tech</p>
</div>
<div class="large-2 columns">
<a href="https://filebox.ece.vt.edu/~penghuiwin/"><img src="./static/img/peng.jpg" class="home_team_picture" style="width: 100px; height:100px;">
<br>
</a>
<p style="font-weight: 200;">Peng Zhang
<br>Virginia Tech</p>
</div>
<div class="large-2 columns"></div>
</div>
<div class="row" style="padding-left: 1em; padding-right: 1em;">
<div class="large-1 columns" style="padding-left:300px">
<p></p>
</div>
<div class="large-2 columns">
<a href="http://larryzitnick.org/"><img src="./static/img/larry.jpg" class="home_team_picture" style="width: 100px; height:100px;">
<br>
</a>
<p style="font-weight: 200;">Larry Zitnick
<br>Facebook AI Research</p>
</div>
<div class="large-2 columns">
<a href="https://computing.ece.vt.edu/~dbatra/"><img src="./static/img/dhruv.jpg" class="home_team_picture" style="width: 100px; height:100px;">
<br>
</a>
<p style="font-weight: 200;">Dhruv Batra
<br>Virginia Tech</p>
</div>
<div class="large-2 columns">
<a href="https://computing.ece.vt.edu/~parikh/"><img src="./static/img/devi.jpg" class="home_team_picture" style="width: 100px; height:100px;">
<br>
</a>
<p style="font-weight: 200;">Devi Parikh
<br>Virginia Tech</p>
</div>
<hr>
</div>
</div>
</div>
<div class="row">
<h1 style="font-size:30px; color:grey; font-weight: 200; text-align: left">Webmaster</h1>
<div class="team">
<div class="large-12 columns" style="text-align:center; margin-top:20px">
<img src="./static/img/akrit.jpg" class="home_team_picture" style="width: 100px; height:100px;">
<br>
<p style="font-weight: 200;">Akrit Mohapatra
<br>Virginia Tech</p>
</div>
</div>
<hr>
</div>
<div class="row">
<h1 style="font-size:30px; color:grey; font-weight: 200; text-align: left">Sponsors</h1>
<div class="team">
<div class="large-7 columns" style="margin-left:40px">
<img src="./static/img/nvidia_logo.jpg" style="width:20%; height:20%;">
</div>
<div class="large-4 columns" style="margin-top:-20px; left:-270px">
<img src="./static/img/ictas_logo.jpg" style="width:350px; height:160px;">
<br>
<br>
</div>
</div>
<hr>
</div>
<div class="large-12 columns" style="background: white;">
<p style="color:black; text-align:center; display:block; margin-top:7px;">Contact: <a href="mailto:[email protected]" target="_top">[email protected]</a></p>
</div>
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