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<!DOCTYPE html>
<html lang="en">
<head>
<script src="https://kit.fontawesome.com/15106f0a68.js" crossorigin="anonymous"></script>
<meta charset="utf-8">
<title>BackdoorBench</title>
<meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no">
<meta name="description"
content="BackdoorBench is a evaluation benchmark to compare the results from different attack and defense methods, and provide a easy implememntation for ones who want to replicate classic backdoor methods.">
<meta name="keywords"
content="Backdoor Benchmark, Backdoor Attack, Backdoor Defense, AI Security, Adversarial">
<meta name="author" content="BackdoorBench">
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<a class="navbar-brand" href="index.html"><b>BackdoorBench</b></a>
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<a class="nav-link" href="challenge.html">Challenge</a>
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</nav>
<div class="jumbotron">
<div class="container">
<h1 class="display-5 sharepoint-dark-blue">Meet VALUE!</h1>
<p class="lead sharepoint-dark-blue">A Comprehensive Benchmark for <b>V</b>ideo-<b>A</b>nd-<b>L</b>anguage
<b>U</b>nderstanding <b>E</b>valuation.</p>
</div>
</div>
<div class="container" align="justify">
<div class="row">
<div class="col-lg-12 col-md-12 col-sm-12 col-xs-12 thumb">
<h4>Why VALUE?</h4>
<hr>
</div>
</div>
<div class="row">
<div class="col-lg-6 col-md-6 col-sm-12 col-xs-12 thumb">
<div class="card">
<div class="card-body">
<center><span class="fa-4x ms-blue">
<!-- <i class="fas fa-video"></i> -->
<i class="fas fa-photo-video"></i>
<i class="far fa-closed-captioning"></i>
</span></center>
<!-- <img src="image/multilingual.png" class="center" style="height:6rem; width:6rem;"/> -->
<br />
<center>
<h5 class="card-title">Multi-channel Video</h5>
<p class="card-text">
<font size="3rem">With both <b>Video Frames</b> and <b>Subtitle/ASR</b></font>
</p>
</center>
<br />
</div>
</div>
<br />
</div>
<div class="col-lg-6 col-md-6 col-sm-12 col-xs-12 thumb">
<div class="card">
<div class="card-body">
<!-- <img src="image/coverage.png" class="center" style="height:6rem; width:6rem;"/>
<br/> -->
<center><span class="fa-4x">
<i class="fab fa-youtube youtube-red"></i>
<i class="fas fa-tv ms-blue"></i>
<i class="fas fa-film ms-blue"></i>
</span></center>
<br />
<center>
<h5 class="card-title">Diverse Video Domain</h5>
<p class="card-text">
<font size="3rem">Diverse video content from <b>YouTube</b>, <b>TV Episodes</b> and
<b>Movie Clips</b></font>
</p>
</center>
</div>
</div>
<br />
</div>
<div class="col-lg-6 col-md-6 col-sm-12 col-xs-12 thumb">
<div class="card">
<div class="card-body">
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<center>
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<img src="image/retrieval.png" style="height:5rem;" />
<img src="image/qa.png" style="height:5rem;" />
<img src="image/caption.png" style="height:5rem;" />
<!-- <i class="fas fa-video ms-blue"></i>
<i class="fas fa-language ms-blue"></i> -->
<!-- </span> -->
</center>
<br />
<center>
<h5 class="card-title">Various Datasets over Representative Tasks</h5>
<p class="card-text">
<font size="3rem"><b>11</b> datasets over <b>3</b> tasks: <b>Retrieval</b>, <b>Question
Answering</b> and <b>Captioning</b>.</font>
</p>
</center>
</div>
</div>
<br />
</div>
<div class="col-lg-6 col-md-6 col-sm-12 col-xs-12 thumb">
<div class="card">
<div class="card-body">
<img src="image/trophy.png" class="center" style="height:5rem; width:6rem;" />
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<i class="fas fa-trophy ms-blue"></i>
</span></center> -->
<br />
<center>
<h5 class="card-title">Leaderboard!</h5>
<p class="card-text">
<font size="3rem">To track the advances in Video-and-Langauge research.</font>
</p>
</center>
</div>
</div>
<br />
</div>
</div>
</div>
<br />
<div class="container" align="justify">
<div class="row">
<div class="col-lg-12 col-md-12 col-sm-12 col-xs-12 thumb">
<h4>What is VALUE?</h4>
<hr>
</div>
</div>
<div class="row">
<div class="col-lg-12 col-md-12 col-sm-12 col-xs-12 thumb">
<p>The <b>V</b>ideo-<b>A</b>nd-<b>L</b>anguage <b>U</b>nderstanding <b>E</b>valuation (VALUE) benchmark
is a collection of resources for training, evaluating, and analyzing systems for understanding both
video and subtitles. VALUE consists of: </p>
<ul>
<li>A benchmark of 11 video and language tasks built on established existing datasets and selected
to cover a diverse range of dataset sizes, video genres, degrees of difficulty and task types
</li>
<li>A public leaderboard for tracking performance on the benchmark</li>
</ul>
<p>The format of the VALUE benchmark is model-agnostic, so any system capable of processing
multi-channel video (video+subtitle) + natural langugage sentence pairs and producing corresponding
predictions is eligible to participate. The ultimate goal of VALUE is to drive research in the
development of general and robust video+language understanding systems.</p>
</div>
</div>
</div>
<br />
<div class="container" align="justify">
<div class="row">
<div class="col-lg-12 col-md-12 col-sm-12 col-xs-12 thumb">
<h4>Paper</h4>
<hr>
</div>
</div>
<div class="row">
<div class="col-lg-12 col-md-12 col-sm-12 col-xs-12 thumb">
<a href="https://arxiv.org/abs/2106.04632" target="_blank">
<img src="image/paper.png" class="rounded img-fluid mx-auto d-block" border="5" />
</a>
</div>
<div class="col-lg-12 col-md-12 col-sm-12 col-xs-12 thumb">
<h6>Please cite our paper as below if you use the VALUE benchmark or starter code.</h6>
<pre><code>
@InProceedings{li2021value,
title={VALUE: A Multi-Task Benchmark for Video-and-Language Understanding Evaluation},
author={Li, Linjie and Lei, Jie and Gan, Zhe and Yu, Licheng and Chen, Yen-Chun and Pillai, Rohit
and Cheng, Yu and Zhou, Luowei and Wang, Xin Eric and Wang, William Yang and others},
booktitle = {35th Conference on Neural Information Processing Systems (NeurIPS 2021) Track on Datasets and Benchmarks},
year = {2021}
}
</code></pre>
<h6>We sincerely thank all dataset contributors to VALUE benchmark, please cite the following datasets
if you use the VALUE benchmark.</h6>
<button type="button" class="btn btn-light" onclick="hide_display_citation_div(this.id)"
id="button_bibtex_tvr">TVR</button>
<button type="button" class="btn btn-light" onclick="hide_display_citation_div(this.id)"
id="button_bibtex_how2r">How2R</button>
<button type="button" class="btn btn-light" onclick="hide_display_citation_div(this.id)"
id="button_bibtex_youcook2">YouCook2</button>
<button type="button" class="btn btn-light" onclick="hide_display_citation_div(this.id)"
id="button_bibtex_vatex">VATEX</button>
<button type="button" class="btn btn-light" onclick="hide_display_citation_div(this.id)"
id="button_bibtex_tvqa">TVQA</button>
<button type="button" class="btn btn-light" onclick="hide_display_citation_div(this.id)"
id="button_bibtex_how2qa">How2QA</button>
<button type="button" class="btn btn-light" onclick="hide_display_citation_div(this.id)"
id="button_bibtex_violin">VIOLIN</button>
<button type="button" class="btn btn-light" onclick="hide_display_citation_div(this.id)"
id="button_bibtex_vlep">VLEP</button>
<button type="button" class="btn btn-light" onclick="hide_display_citation_div(this.id)"
id="button_bibtex_tvc">TVC</button>
<div style="display: none;" id="bibtex_tvqa">
<pre><code>
@inproceedings{lei2018tvqa,
title={TVQA: Localized, Compositional Video Question Answering},
author={Lei, Jie and Yu, Licheng and Bansal, Mohit and Berg, Tamara L},
booktitle={EMNLP},
year={2018}
}
</code></pre>
</div>
<div style="display: none;" id="bibtex_tvr">
<pre><code>
@inproceedings{lei2020tvr,
title={TVR: A Large-Scale Dataset for Video-Subtitle Moment Retrieval},
author={Lei, Jie and Yu, Licheng and Berg, Tamara L and Bansal, Mohit},
booktitle={ECCV},
year={2020}
}
</code></pre>
</div>
<div style="display: none;" id="bibtex_tvc">
<pre><code>
@inproceedings{lei2020tvr,
title={TVR: A Large-Scale Dataset for Video-Subtitle Moment Retrieval},
author={Lei, Jie and Yu, Licheng and Berg, Tamara L and Bansal, Mohit},
booktitle={ECCV},
year={2020}
}
</code></pre>
</div>
<div style="display: none;" id="bibtex_how2r">
<pre><code>
@inproceedings{li2020hero,
title={HERO: Hierarchical Encoder for Video+ Language Omni-representation Pre-training},
author={Li, Linjie and Chen, Yen-Chun and Cheng, Yu and Gan, Zhe and Yu, Licheng and Liu, Jingjing},
booktitle={EMNLP},
year={2020}
}
</code></pre>
</div>
<div style="display: none;" id="bibtex_how2qa">
<pre><code>
@inproceedings{li2020hero,
title={HERO: Hierarchical Encoder for Video+ Language Omni-representation Pre-training},
author={Li, Linjie and Chen, Yen-Chun and Cheng, Yu and Gan, Zhe and Yu, Licheng and Liu, Jingjing},
booktitle={EMNLP},
year={2020}
}
</code></pre>
</div>
<div style="display: none;" id="bibtex_youcook2">
<pre><code>
@inproceedings{ZhXuCoAAAI18,
author={Zhou, Luowei and Xu, Chenliang and Corso, Jason J},
title = {Towards Automatic Learning of Procedures From Web Instructional Videos},
booktitle = {AAAI},
year = {2018}
}
@inproceedings{ZhZhCoCVPR2018,
title={End-to-End Dense Video Captioning with Masked Transformer},
author={Zhou, Luowei and Zhou, Yingbo and Corso, Jason J and Socher, Richard and Xiong, Caiming},
booktitle={CVPR},
year={2018}
}
</code></pre>
</div>
<div style="display: none;" id="bibtex_vatex">
<pre><code>
@InProceedings{Wang_2019_ICCV,
author = {Wang, Xin and Wu, Jiawei and Chen, Junkun and Li, Lei and Wang, Yuan-Fang and Wang, William Yang},
title = {VaTeX: A Large-Scale, High-Quality Multilingual Dataset for Video-and-Language Research},
booktitle = {ICCV},
year = {2019}
}
</code></pre>
</div>
<div style="display: none;" id="bibtex_vlep">
<pre><code>
@inproceedings{lei2020vlep,
title={What is More Likely to Happen Next? Video-and-Language Future Event Prediction},
author={Lei, Jie and Yu, Licheng and Berg, Tamara L and Bansal, Mohit},
booktitle={EMNLP},
year={2020}
}
</code></pre>
</div>
<div style="display: none;" id="bibtex_violin">
<pre><code>
@inproceedings{liu2020violin,
title={Violin: A large-scale dataset for video-and-language inference},
author={Liu, Jingzhou and Chen, Wenhu and Cheng, Yu and Gan, Zhe and Yu, Licheng and Yang, Yiming and Liu, Jingjing},
booktitle={CVPR},
year={2020}
}
</code></pre>
</div>
</div>
</div>
</div>
<br />
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<div class="row">
<div class="col-lg-12 col-md-12 col-sm-12 col-xs-12 thumb">
<h4>Contact</h4>
<hr>
</div>
</div>
<div class="row">
<div class="col-lg-12 col-md-12 col-sm-12 col-xs-12 thumb">
<p>
Have any questions or suggestions? Feel free to contact us at <a
href="mailto:[email protected]">[email protected]</a> !
</p>
</div>
</div>
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