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<!DOCTYPE html>
<html lang="en">
<head>
<meta http-equiv="Content-Type" content="text/html; charset=UTF-8">
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<meta property="og:title" content="Visual Question Answering" />
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position: relative;
padding-bottom: 25%;
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@media screen and (max-width: 767px) {
#tot {
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<a href="http://visualqa.org/"><img style="height: 100px; position:absolute; top:4px; left:0px;" src="./static/img/main.png" alt="logo" /></a>
<h1><img style="height: 90px;" src="./static/img/logo.png" alt="logo" /><br></h1>
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<!-- <p style="text-align: center; font-size:30px; margin-top:-20px">VQA Challenge 2019 launched!</p>
<p style="text-align: center; font-size:22px; margin-top:-20px">For more details, see <a href="challenge.html">challenge page</a>.</p> -->
</div>
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<div class="row">
<div class="large-5 columns" style="padding-left: 1em;">
<div class="row">
<h1 style="font-size:20px; color:grey; font-weight: 200;" align=left>What is VQA?</h1>
</div>
<div class="row">
<div class="large-11 columns" style="-webkit-text-size-adjust:none; -ms-text-size-adjust:none; -moz-text-size-adjust:none; text-size-adjust:none;">
<p style="font-size:15px; font-weight: 200; display: inline;" align=justify>VQA is a new dataset containing open-ended questions about images. These questions require an understanding of vision, language and commonsense knowledge to answer.</p>
<div class="large-12 columns">
<ul style="font-size:13px; font-weight: 200; display: inline;" align=justify>
<li>265,016 images (COCO and abstract scenes)</li>
<li>At least 3 questions (5.4 questions on average) per image
<!--(764,163 total)-->
</li>
<li>10 ground truth answers per question</li>
<li>3 plausible (but likely incorrect) answers per question</li>
<!--<li>Open-ended and multiple-choice answering tasks</li> -->
<li>Automatic evaluation metric</li>
</ul>
</div>
</div>
<!-- <div id="tot" class="large-1 columns" style="margin-left:-113px; margin-top: 5px;">
<p style="font-family:courier new; font-size:32px; font-weight: 100;" align=left>
<br>
<br><span style="font-weight: 100">}</span></p>
<div style="width: 200px; margin-left: 15px; margin-top: -73px;"><span style="font-size:13px; font-weight: 200;"> 9,934,119 total</span></div>
</div> -->
<div class="large-12 columns">
<p style="font-size:15px; font-weight: 200;" align=justify>
<br><a href="https://groups.google.com/a/vt.edu/forum/#!forum/vqa-cvmlp-g/join">Subscribe</a> to our group for updates!</p>
</div>
</div>
</div>
<div class="large-7 columns">
<div class="row">
<h1 style="font-size:20px; color:grey; font-weight: 200;" align=left>Dataset</h1>
</div>
<div class="large-10 columns" style="margin-left:-10px">
<p style="font-size:15px; font-weight: 200; display: inline;">Details on downloading the latest dataset may be found on the <a href="download.html">download webpage</a>.</p>
</div>
<div class="large-12 columns" style="-webkit-text-size-adjust:none; -ms-text-size-adjust:none; -moz-text-size-adjust:none; text-size-adjust:none;">
<ul class="unilist">
<li>
<p style="font-size:15px; font-weight: 600; display: inline;" align=justify>April 2017: Full release (v2.0)</p>
</li>
</ul>
<div class="large-5 columns">
<div class="row" style="font-size:14px; font-weight:400; margin-top: -20px; padding-right: 1em;" align=justify>Balanced Real Images
<br> </div>
<div class="row">
<div class="large-12 columns">
<ul style="font-size:12px; font-weight:200;">
<li>204,721 COCO images
<br>(all of current train/val/test)
<!--123287<br>(all of current train/val/test)</li>-->
<li>1,105,904 questions</li>
<li>11,059,040 ground truth answers</li>
<!-- <li>1,974,333 plausible answers</li> -->
</ul>
</div>
</div>
</div>
<div class="large-5 columns">
<!-- <div class="row" style="font-size:14px; font-weight:400; margin-top: -20px; " id="hiddenText11" align=justify>Balanced Binary Abstract Scenes </div>
<div class="row">
<div class="large-11 columns" id="hiddenText12">
<ul style="font-size:12px; font-weight:200;">
<li>31,325 abstract scenes<br>(only train/val)
<li>33,383 questions</li>
<li>333,830 ground truth answers</li>
</ul>
</div>
</div> -->
</div>
<div class="large-4 columns" style="left: 40px;">
</div>
</div>
<div class="large-12 columns" style="-webkit-text-size-adjust:none; -ms-text-size-adjust:none; -moz-text-size-adjust:none; text-size-adjust:none;">
<ul class="unilist">
<li>
<a href="javascript:void(0)" id="March"><span id="plus1" style="font-size:20px;" class="unibull">⊕</span></a>
<p style="font-size:15px; font-weight: 600; display: inline;" align=justify>March 2017: Beta v1.9 release</p>
</li>
</ul>
<div class="large-5 columns">
<div class="row" style="font-size:14px; font-weight:400; display: none; margin-top: -20px; padding-right: 1em;" id="hiddenText11" align=justify>Balanced Real Images
<br> </div>
<div class="row">
<div class="large-12 columns" style="display: none;" id="hiddenText12">
<ul style="font-size:12px; font-weight:200;">
<li>123,287 COCO images
<br>(only train/val)
<!--123287<br>(all of current train/val/test)</li>-->
<li>658,111 questions</li>
<li>6,581,110 ground truth answers</li>
<li>1,974,333 plausible answers</li>
</ul>
</div>
</div>
</div>
<div class="large-5 columns">
<div class="row" style="font-size:14px; font-weight:400; display: none; margin-top: -20px; " id="hiddenText13" align=justify>Balanced Binary Abstract Scenes </div>
<div class="row">
<div class="large-11 columns" style="display: none;" id="hiddenText14">
<ul style="font-size:12px; font-weight:200;">
<li>31,325 abstract scenes
<br>(only train/val)
<li>33,383 questions</li>
<li>333,830 ground truth answers</li>
</ul>
</div>
</div>
</div>
<div class="large-4 columns" style="left: 40px;">
<!-- <div class="row" style="font-size:14px; font-weight:400; margin-top: -20px;" id="hiddenText13" align=justify>Abstract Scenes
<br> (same as v1.0 release)</div>
<div class="row">
<div class="large-11 columns" id="hiddenText14">
<ul style="font-size:12px; font-weight:200;">
<li>50,000 abstract scenes</li>
<li>150,000 questions</li>
<li>1,500,000 ground truth answers</li>
<li>450,000 plausible answers</li>
<li>250,000 captions</li>
</ul>
</div>
</div> -->
</div>
</div>
<div class="large-12 columns" style="-webkit-text-size-adjust:none; -ms-text-size-adjust:none; -moz-text-size-adjust:none; text-size-adjust:none;">
<ul class="unilist">
<li><a href="javascript:void(0)" id="October"><span id="plus2" style="font-size:20px;" class="unibull">⊕</span></a>
<p style="font-size:15px; font-weight: 600; display: inline;" align=justify>October 2015: Full release (v1.0)</p>
</li>
</ul>
<div class="large-5 columns">
<div class="row" style="font-size:14px; font-weight:400; display: none; margin-top: -20px;" id="hiddenText21" align=justify>Real Images</div>
<div class="row">
<div class="large-11 columns" style="display: none;" id="hiddenText22">
<ul style="font-size:12px; font-weight:200;">
<li>204,721 COCO images
<br>(all of current train/val/test)</li>
<li>614,163 questions</li>
<li>6,141,630 ground truth answers</li>
<li>1,842,489 plausible answers</li>
</ul>
</div>
</div>
</div>
<div class="large-5 columns">
<div class="row" style="font-size:14px; font-weight:400; display:none; margin-top: -20px;" id="hiddenText23" align=justify>Abstract Scenes</div>
<div class="row">
<div class="large-11 columns" style="display: none;" id="hiddenText24">
<ul style="font-size:12px; font-weight:200;">
<li>50,000 abstract scenes</li>
<li>150,000 questions</li>
<li>1,500,000 ground truth answers</li>
<li>450,000 plausible answers</li>
<li>250,000 captions</li>
</ul>
</div>
</div>
</div>
<div class="large-4 columns"></div>
</div>
<div class="large-12 columns">
<ul class="unilist">
<li><a href="javascript:void(0)" id="July"><span id="plus3" style="font-size:20px;" class="unibull">⊕</span></a>
<p style="font-size:15px; font-weight: 600; display: inline;" align=justify>July 2015: Beta v0.9 release</p>
</li>
</ul>
<div class="large-12 columns" style="display: none; margin-top: -20px;" id="hiddenText3">
<ul style="font-size:12px; font-weight: 200; display: inline;" align=justify>
<li>123,287 COCO images (all of train/val)</li>
<li>369,861 questions</li>
<li>3,698,610 ground truth answers</li>
<li>1,109,583 plausible answers</li>
</ul>
<br>
</div>
</div>
<div class="large-12 columns">
<ul class="unilist">
<li><a href="javascript:void(0)" id="June"><span id="plus4" style="font-size:20px;" class="unibull">⊕</span></a>
<p id="June" style="font-size:15px; font-weight: 600; display: inline;" align=justify>June 2015: Beta v0.1 release</p>
</li>
</ul>
<div class="large-11 columns" style="display: none; margin-top: -20px;" id="hiddenText4">
<ul style="font-size:12px; font-weight: 200; display: inline;" align=justify>
<li>10,000 COCO images (from train)</li>
<li>30,000 questions</li>
<li>300,000 ground truth answers</li>
<li>90,000 plausible answers</li>
</ul>
<br>
</div>
</div>
</div>
<hr>
<div class="row">
<div class="large-12 columns">
<h1 style="font-size:30px; color:grey; font-weight: 200;" align=left>Papers</h1>
<p style="font-size:20px; font-weight: 200;" align=justify>Making the V in VQA Matter: Elevating the Role of Image Understanding in Visual Question Answering (CVPR 2017)</p>
<br>
<div class="large-2 columns">
<a href="https://arxiv.org/pdf/1612.00837.pdf" onClick="ga('send', 'event', { eventCategory: 'VQA2.0', eventAction: 'VQA2.0_Paper', eventLabel: 'VQA2.0_Paper'});"><img src="./static/img/paper_vqa2.jpg" height="400" width="200" style="border : 2px solid #b3b3b3; border-radius : 0px; display:block; margin:auto;" class="pull-right"></a>
<br>
<br>
<p style="font-size:15px; font-weight: 200;" align=justify>Download the <a href="https://arxiv.org/pdf/1612.00837.pdf" onClick="ga('send', 'event', { eventCategory: 'VQA2.0', eventAction: 'VQA2.0_Paper', eventLabel: 'VQA2.0_Paper'});">paper</a></p>
<p id="bibtex2" style="font-size:15px; font-weight: 200;" align=justify><a href="#" onclick="document.getElementById('bibtex21').style.display='block'; document.getElementById('bibtex2').style.display='none'; return false;">BibTeX</a></p>
<div style="display: none;" id="bibtex21">
<p style="font-size:12px; font-weight: 200; width:200%; text-align: left;">
@InProceedings{balanced_vqa_v2,
<br> author = {Yash Goyal and Tejas Khot and Douglas Summers{-}Stay and Dhruv Batra and Devi Parikh},
<br> title = {Making the {V} in {VQA} Matter: Elevating the Role of Image Understanding in {V}isual {Q}uestion {A}nswering},
<br> booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)},
<br> year = {2017},
<br> }
</p>
</div>
</div>
<div class="large-10 columns" style="left: -2em; top: -1em;">
<img src="./static/img/vqa_examples.jpg" height="500" width="600" style="display:block; margin:auto;" frameBorder="0">
</div>
<!-- <hr> -->
</div>
<div class="large-12 columns">
<h1 style="font-size:20px; color:grey; font-weight: 200;" align=left></h1>
<p style="font-size:20px; font-weight: 200;" align=justify>Yin and Yang: Balancing and Answering Binary Visual Questions (CVPR 2016)</p>
<br>
<div class="large-2 columns">
<a href="https://arxiv.org/pdf/1511.05099.pdf"><img src="./static/img/paper_yinyang.png" style="border : 2px solid #b3b3b3; border-radius : 0px; height: 200px;"></a>
<br>
<br>
<p style="font-size:15px; font-weight: 200;" align=justify>Download the <a href="https://arxiv.org/pdf/1511.05099.pdf">paper</a></p>
<p id="bibtex1" style="font-size:15px; font-weight: 200;" align=justify><a href="#" onclick="document.getElementById('bibtex11').style.display='block'; document.getElementById('bibtex1').style.display='none'; return false;">BibTeX</a></p>
<div style="display: none;" id="bibtex11">
<p style="font-size:12px; font-weight: 200; width:150%;">
@InProceedings{balanced_binary_vqa,
<br> author = {Peng Zhang and Yash Goyal and Douglas Summers{-}Stay and Dhruv Batra and Devi Parikh},
<br> title = {{Y}in and {Y}ang: Balancing and Answering Binary Visual Questions},
<br> booktitle = {Conference on Computer Vision and Pattern Recognition (CVPR)},
<br> year = {2016},
<br> }
</p>
</div>
</div>
<div class="large-10 columns">
<img src="./static/img/yinyang.png" width="400" height="400" style="display:block; margin:auto; margin-left: 180px;" frameBorder="0">
</div>
<!-- <hr> -->
</div>
<div class="large-12 columns">
<h1 style="font-size:20px; color:grey; font-weight: 200;" align=left></h1>
<p style="font-size:20px; font-weight: 200;" align=justify>VQA: Visual Question Answering (ICCV 2015)</p>
<br>
<div class="large-2 columns">
<a href="http://arxiv.org/pdf/1505.00468.pdf" onClick="ga('send', 'event', { eventCategory: 'ICCV2015 Paper Download', eventAction: 'Paper', eventLabel: 'ICCV2015_Paper'});"><img src="./static/img/paper_vqa.png" style="border : 2px solid #b3b3b3; border-radius : 0px; height: 200px;"></a>
<br>
<br>
<p style="font-size:15px; font-weight: 200;" align=justify>Download the <a href="http://arxiv.org/pdf/1505.00468.pdf" onClick="ga('send', 'event', { eventCategory: 'ICCV2015 Paper Download', eventAction: 'Paper', eventLabel: 'ICCV2015_Paper'});">paper</a></p>
<p id="bibtex3" style="font-size:15px; font-weight: 200;" align=justify><a href="#" onclick="document.getElementById('bibtex31').style.display='block'; document.getElementById('bibtex3').style.display='none'; return false;">BibTeX</a></p>
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@InProceedings{{VQA},
<br> author = {Stanislaw Antol and Aishwarya Agrawal and Jiasen Lu and Margaret Mitchell and Dhruv Batra and C. Lawrence Zitnick and Devi Parikh},
<br> title = {{VQA}: {V}isual {Q}uestion {A}nswering},
<br> booktitle = {International Conference on Computer Vision (ICCV)},
<br> year = {2015},
<br> }
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