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index.html
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<script src="http://www.google.com/jsapi" type="text/javascript"></script>
<script type="text/javascript">google.load("jquery", "1.3.2");</script>
<style type="text/css">
body {
font-family: "HelveticaNeue-Light", "Helvetica Neue Light", "Helvetica Neue", Helvetica, Arial, "Lucida Grande", sans-serif;
font-weight:300;
font-size:18px;
margin-left: auto;
margin-right: auto;
width: 1100px;
}
h1 {
font-size:32px;
font-weight:300;
}
.disclaimerbox {
background-color: #eee;
border: 1px solid #eeeeee;
border-radius: 10px ;
-moz-border-radius: 10px ;
-webkit-border-radius: 10px ;
padding: 20px;
}
video.header-vid {
height: 140px;
border: 1px solid black;
border-radius: 10px ;
-moz-border-radius: 10px ;
-webkit-border-radius: 10px ;
}
img.header-img {
height: 140px;
border: 1px solid black;
border-radius: 10px ;
-moz-border-radius: 10px ;
-webkit-border-radius: 10px ;
}
img.rounded {
border: 1px solid #eeeeee;
border-radius: 10px ;
-moz-border-radius: 10px ;
-webkit-border-radius: 10px ;
}
a:link,a:visited
{
color: #1367a7;
text-decoration: none;
}
a:hover {
color: #208799;
}
td.dl-link {
height: 160px;
text-align: center;
font-size: 22px;
}
.layered-paper-big { /* modified from: http://css-tricks.com/snippets/css/layered-paper/ */
box-shadow:
0px 0px 1px 1px rgba(0,0,0,0.35), /* The top layer shadow */
5px 5px 0 0px #fff, /* The second layer */
5px 5px 1px 1px rgba(0,0,0,0.35), /* The second layer shadow */
10px 10px 0 0px #fff, /* The third layer */
10px 10px 1px 1px rgba(0,0,0,0.35), /* The third layer shadow */
15px 15px 0 0px #fff, /* The fourth layer */
15px 15px 1px 1px rgba(0,0,0,0.35), /* The fourth layer shadow */
20px 20px 0 0px #fff, /* The fifth layer */
20px 20px 1px 1px rgba(0,0,0,0.35), /* The fifth layer shadow */
25px 25px 0 0px #fff, /* The fifth layer */
25px 25px 1px 1px rgba(0,0,0,0.35); /* The fifth layer shadow */
margin-left: 10px;
margin-right: 45px;
}
.paper-big { /* modified from: http://css-tricks.com/snippets/css/layered-paper/ */
box-shadow:
0px 0px 1px 1px rgba(0,0,0,0.35); /* The top layer shadow */
margin-left: 10px;
margin-right: 45px;
}
.layered-paper { /* modified from: http://css-tricks.com/snippets/css/layered-paper/ */
box-shadow:
0px 0px 1px 1px rgba(0,0,0,0.35), /* The top layer shadow */
5px 5px 0 0px #fff, /* The second layer */
5px 5px 1px 1px rgba(0,0,0,0.35), /* The second layer shadow */
10px 10px 0 0px #fff, /* The third layer */
10px 10px 1px 1px rgba(0,0,0,0.35); /* The third layer shadow */
margin-top: 5px;
margin-left: 10px;
margin-right: 30px;
margin-bottom: 5px;
}
.vert-cent {
position: relative;
top: 50%;
transform: translateY(-50%);
}
hr
{
border: 0;
height: 1px;
background-image: linear-gradient(to right, rgba(0, 0, 0, 0), rgba(0, 0, 0, 0.75), rgba(0, 0, 0, 0));
}
</style>
<html>
<head>
<title>This is my paper title</title>
<meta property="og:video" content="Path to my teaser.mp4"/> <!-- Facebook automatically scrapes this. Go to https://developers.facebook.com/tools/debug/ if you update and want to force Facebook to rescrape. -->
<meta property="og:title" content="Creative and Descriptive Paper Title." />
<meta property="og:description" content="Paper description." />
<!-- Get from Google Analytics -->
<!-- Global site tag (gtag.js) - Google Analytics -->
<script async src=""></script>
<script>
window.dataLayer = window.dataLayer || [];
function gtag(){dataLayer.push(arguments);}
gtag('js', new Date());
gtag('config', 'UA-75863369-6');
</script>
</head>
<body>
<br>
<center>
<span style="font-size:36px">NECO</span>
<table align=center width=600px>
<table align=center width=600px>
<tr>
<td align=center width=300px>
<center>
<span style="font-size:24px"><a href="https://www.linkedin.com/in/mouinbenammar">Mouïn Ben Ammar</a></span>
</center>
</td>
<td align=center width=300px>
<center>
<span style="font-size:24px"><a href="https://www.linkedin.com/in/belkhirnacim/">Nacim Belkhir</a></span>
</center>
</td>
<td align=center width=300px>
<center>
<span style="font-size:24px"><a href="https://www.linkedin.com/in/sebastian-gabriel-popescu-312a701b5">Sebastian Popescu</a></span>
</center>
</td>
<td align=center width=300px>
<center>
<span style="font-size:24px"><a href="https://www.linkedin.com/in/manzanera-antoine-6787806">Antoine Manzanera</a></span>
</center>
</td>
<td align=center width=300px>
<center>
<span style="font-size:24px"><a href="https://www.linkedin.com/in/gianni-franchi-94435754/">Gianni Franchi</a></span>
</center>
</td>
</tr>
</table>
<table align=center width=250px>
<tr>
<td align=center width=120px>
<center> <span style="font-size:32px"><a href='https://openreview.net/forum?id=9ROuKblmi7'>[Paper]</a></span> </center>
</td>
<td align=center width=120px>
<center><span style="font-size:32px"><a href='https://github.com/ENSTA-U2IS-AI/NECO'>[GitHub]</a></span><br></center>
</td>
</tr>
</table>
</table>
</center>
<center>
<table align=center width=850px>
<hr>
<center>
<hr>
<center><h1>Talk</h1></center>
<p align="center">
<iframe width="800" height="600" src="https://github.com/ENSTA-U2IS-AI/NECO/blob/master/resources/teaser.mp4" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen align="center"></iframe>
</p>
<table align=center width=800px>
<br>
<tr>
<center>
<span style="font-size:28px"><a href=''>[Slides]</a>
</span>
</center>
</tr>
</table>
<hr>
</table>
<table align=center width=850px>
<tr>
<td>
This was a template originally made for ^^ <a href="http://richzhang.github.io/colorization/">Colorful Image Colorization</a>. The code can be found in this <a href="https://github.com/richzhang/webpage-template">repository</a>.
</td>
</tr>
</table>
</center>
<hr>
<table align=center width=850px>
<center><h1>Abstract</h1></center>
<tr>
<td>
Detecting out-of-distribution (OOD) data is a critical challenge in machine learning due to model overconfidence, often without awareness of their epistemological limits. We hypothesize that "neural collapse", a phenomenon affecting in-distribution data for models trained beyond loss convergence, also influences OOD data. To benefit from this interplay, we introduce NECO, a novel post-hoc method for OOD detection, which leverages the geometric properties of “neural collapse” and of principal component spaces to identify OOD data. Our extensive experiments demonstrate that NECO achieves state-of-the-art results on both small and large-scale OOD detection tasks while exhibiting strong generalization capabilities across different network architectures. Furthermore, we provide a theoretical explanation for the effectiveness of our method in OOD detection. We plan to release the code after the anonymity period.
</td>
</tr>
</table>
<br>
<hr>
<center><h1>Talk</h1></center>
<p align="center">
<iframe width="800" height="600" src="https://recorder-v3.slideslive.com/?share=90903&s=bbb2aecc-d3e2-474a-8dc3-a896a9b03584" frameborder="0" allow="autoplay; encrypted-media" allowfullscreen align="center"></iframe>
</p>
<table align=center width=800px>
<br>
<tr>
<center>
<span style="font-size:28px"><a href=''>[Slides]</a>
</span>
</center>
</tr>
</table>
<hr>
<center><h1>Code</h1></center>
<table align=center width=420px>
<center>
<tr>
<td>
</td>
</tr>
</center>
</table>
<table align=center width=400px>
<tr>
<td align=center width=400px>
<center>
<td>< class="round" style="width:450px" src="./resources/method_diagram.png"/></td>
</center>
</td>
</tr>
</table>
<table align=center width=850px>
<center>
<tr>
<td>
Short description if wanted
</td>
</tr>
</center>
</table>
<table align=center width=800px>
<br>
<tr><center>
<span style="font-size:28px"> <a href='https://github.com/richzhang/webpage-template'>[GitHub]</a>
</center>
</span>
</table>
<br>
<hr>
<table align=center width=450px>
<center><h1>Paper and Supplementary Material</h1></center>
<tr>
<td><a href=""><img class="layered-paper-big" style="height:175px" src="./resources/paper.png"/></a></td>
<td><span style="font-size:14pt">F. Author, S. Author, T. Author.<br>
<b>Creative and Descriptive Paper Title.</b><br>
In Conference, 20XX.<br>
(hosted on <a href="">ArXiv</a>)<br>
<!-- (<a href="./resources/camera-ready.pdf">camera ready</a>)<br> -->
<span style="font-size:4pt"><a href=""><br></a>
</span>
</td>
</tr>
</table>
<br>
<table align=center width=600px>
<tr>
<td><span style="font-size:14pt"><center>
<a href="./resources/bibtex.txt">[Bibtex]</a>
</center></td>
</tr>
</table>
<hr>
<br>
<table align=center width=900px>
<tr>
<td width=400px>
<left>
<center><h1>Acknowledgements</h1></center>
This template was originally made by <a href="http://web.mit.edu/phillipi/">Phillip Isola</a> and <a href="http://richzhang.github.io/">Richard Zhang</a> for a <a href="http://richzhang.github.io/colorization/">colorful</a> ECCV project; the code can be found <a href="https://github.com/richzhang/webpage-template">here</a>.
</left>
</td>
</tr>
</table>
<br>
</body>
</html>