Skip to content

Commit

Permalink
update
Browse files Browse the repository at this point in the history
  • Loading branch information
@vardaan123
vardaan123 committed Jan 7, 2024
1 parent 08ede97 commit bd8c476
Showing 1 changed file with 88 additions and 101 deletions.
189 changes: 88 additions & 101 deletions index.html
View file
Original file line number Diff line number Diff line change
Expand Up @@ -60,34 +60,34 @@ <h1 class="title is-1 publication-title">Bringing Back the Context: Camera Trap
<div class="is-size-5 publication-authors">
<!-- Paper authors -->
<span class="author-block">
<sup>1</sup><a href="https://vardaan123.github.io/" target="_blank">Vardaan Pahuja</a>,
<a href="https://vardaan123.github.io/" target="_blank">Vardaan Pahuja</a><sup>1</sup>,
</span>
<span class="author-block">
<sup>1</sup><a href="https://www.linkedin.com/in/eddy-luo-aa02b5242/" target="_blank">Weidi Luo</a>,
<a href="https://www.linkedin.com/in/eddy-luo-aa02b5242/" target="_blank">Weidi Luo</a><sup>1</sup>,
</span>
<span class="author-block">
<sup>1</sup><a href="https://entslscheia.github.io/" target="_blank">Yu Gu</a>,
<a href="https://entslscheia.github.io/" target="_blank">Yu Gu</a><sup>1</sup>,
</span>
<span class="author-block">
<sup>1</sup><a href="https://andytu28.github.io/" target="_blank">Cheng-Hao Tu</a>,
<a href="https://andytu28.github.io/" target="_blank">Cheng-Hao Tu</a><sup>1</sup>,
</span>
<span class="author-block">
<sup>1</sup><a href="https://sites.google.com/view/hongyouc/" target="_blank">Hong-You Chen</a>,
<a href="https://sites.google.com/view/hongyouc/" target="_blank">Hong-You Chen</a><sup>1</sup>,
</span>
<span class="author-block">
<sup>1</sup><a href="https://cse.osu.edu/people/berger-wolf.1" target="_blank">Tanya Berger-Wolf</a>,
<a href="https://cse.osu.edu/people/berger-wolf.1" target="_blank">Tanya Berger-Wolf</a><sup>1</sup>,
</span>
<span class="author-block">
<sup>2</sup><a href="https://www.cs.rpi.edu/~stewart/" target="_blank">Charles Stewart</a>,
<a href="https://www.cs.rpi.edu/~stewart/" target="_blank">Charles Stewart</a><sup>2</sup>,
</span>
<span class="author-block">
<sup>3</sup><a href="https://geography.wisc.edu/staff/gao-song/" target="_blank">Song Gao</a>,
<a href="https://geography.wisc.edu/staff/gao-song/" target="_blank">Song Gao</a><sup>3</sup>,
</span>
<span class="author-block">
<sup>1</sup><a href="https://sites.google.com/view/wei-lun-harry-chao" target="_blank">Wei-Lun Chao</a>,
<a href="https://sites.google.com/view/wei-lun-harry-chao" target="_blank">Wei-Lun Chao</a><sup>1</sup>,
</span>
<span class="author-block">
<sup>1</sup><a href="https://ysu1989.github.io/" target="_blank">Yu Su</a>,
<a href="https://ysu1989.github.io/" target="_blank">Yu Su</a><sup>1</sup>,
</span>


Expand Down Expand Up @@ -270,129 +270,116 @@ <h2 class="title is-3">Species Classification results on iWildCam2020-WILDS (OOD
overflow:hidden;padding:10px 5px;word-break:normal;}
.tg th{border-color:black;border-style:solid;border-width:1px;font-family:Arial, sans-serif;font-size:14px;
font-weight:normal;overflow:hidden;padding:10px 5px;word-break:normal;}
.tg .tg-9wq8{border-color:inherit;text-align:center;vertical-align:middle}
.tg .tg-c3ow{border-color:inherit;text-align:center;vertical-align:top}
.tg .tg-wp8o{border-color:#000000;text-align:center;vertical-align:top}
.tg .tg-0pky{border-color:inherit;text-align:left;vertical-align:top}
.tg .tg-baqh{text-align:center;vertical-align:top}
.tg .tg-0lax{text-align:left;vertical-align:top}
.tg .tg-nrix{text-align:center;vertical-align:middle}
</style>
<table class="tg">
<thead>
<tr>
<th class="tg-0pky" rowspan="2"></th>
<th class="tg-0pky" rowspan="2">Model</th>
<th class="tg-c3ow" colspan="3">Multi-modality</th>
<th class="tg-0pky" rowspan="2">Val. Acc.</th>
<th class="tg-0pky" rowspan="2">Test Acc.</th>
<th class="tg-0lax" rowspan="2"></th>
<th class="tg-0lax" rowspan="2">Model</th>
<th class="tg-0lax" colspan="3">Multi-modality</th>
<th class="tg-0lax" rowspan="2">Val. Acc.</th>
<th class="tg-0lax" rowspan="2">Test Acc.</th>
</tr>
<tr>
<th class="tg-0pky">Taxonomy</th>
<th class="tg-0pky">Location</th>
<th class="tg-0pky">Time</th>
<th class="tg-0lax">Taxonomy</th>
<th class="tg-0lax">Location</th>
<th class="tg-0lax">Time</th>
</tr>
</thead>
<tbody>
<tr>
<td class="tg-0pky"></td>
<td class="tg-wp8o">Empirical Risk Minimization (ERM)</td>
<td class="tg-0pky"></td>
<td class="tg-0pky" rowspan="5">--</td>
<td class="tg-0pky"></td>
<td class="tg-0pky">62.7 (2.4)</td>
<td class="tg-0pky">71.6 (2.5)</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">Empirical Risk Minimization (ERM)</td>
<td class="tg-nrix" colspan="3" rowspan="5">-- <br>&nbsp;&nbsp;<br>&nbsp;&nbsp;<br>&nbsp;&nbsp;<br>&nbsp;&nbsp;</td>
<td class="tg-0lax">62.7 (2.4)</td>
<td class="tg-0lax">71.6 (2.5)</td>
</tr>
<tr>
<td class="tg-0pky"></td>
<td class="tg-wp8o">CORAL</td>
<td class="tg-0pky"></td>
<td class="tg-0pky"></td>
<td class="tg-0pky">60.3 (2.8)</td>
<td class="tg-0pky">73.3 (4.3)</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">CORAL</td>
<td class="tg-0lax">60.3 (2.8)</td>
<td class="tg-0lax">73.3 (4.3)</td>
</tr>
<tr>
<td class="tg-0pky"></td>
<td class="tg-wp8o">Group DRO</td>
<td class="tg-0pky"></td>
<td class="tg-0pky"></td>
<td class="tg-0pky">60.0 (0.7)</td>
<td class="tg-0pky">72.7 (2.0)</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">Group DRO</td>
<td class="tg-0lax">60.0 (0.7)</td>
<td class="tg-0lax">72.7 (2.0)</td>
</tr>
<tr>
<td class="tg-0pky"></td>
<td class="tg-wp8o">Fish</td>
<td class="tg-0pky"></td>
<td class="tg-0pky"></td>
<td class="tg-0pky">58.0 (0.2)</td>
<td class="tg-0pky">63.2 (0.7)</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">Fish</td>
<td class="tg-0lax">58.0 (0.2)</td>
<td class="tg-0lax">63.2 (0.7)</td>
</tr>
<tr>
<td class="tg-0pky"></td>
<td class="tg-wp8o">ABSGD</td>
<td class="tg-0pky"></td>
<td class="tg-0pky"></td>
<td class="tg-0pky">--</td>
<td class="tg-0pky">72.7 (1.8)</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">ABSGD</td>
<td class="tg-0lax">--</td>
<td class="tg-0lax">72.7 (1.8)</td>
</tr>
<tr>
<td class="tg-0pky"></td>
<td class="tg-wp8o">COSMO (no-context)</td>
<td class="tg-0pky"></td>
<td class="tg-0pky">--</td>
<td class="tg-0pky"></td>
<td class="tg-0pky">63.2 (0.4)</td>
<td class="tg-0pky">68.8 (2.1)</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">COSMO (no-context)</td>
<td class="tg-baqh" colspan="3">-- </td>
<td class="tg-0lax">63.2 (0.4)</td>
<td class="tg-0lax">68.8 (2.1)</td>
</tr>
<tr>
<td class="tg-0pky" rowspan="3">Single context</td>
<td class="tg-9wq8" rowspan="3">COSMO</td>
<td class="tg-0pky">✔</td>
<td class="tg-0pky"></td>
<td class="tg-0pky"></td>
<td class="tg-0pky">62.8 (2.2) (<span style="color:#CB0000">-0.4</span>)</td>
<td class="tg-0pky">72.4 (2.5) (<span style="color:#009901">+3.6</span>)</td>
<td class="tg-0lax" rowspan="3">Single context</td>
<td class="tg-0lax" rowspan="3">COSMO</td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax"></td>
<td class="tg-0lax"></td>
<td class="tg-0lax">62.8 (2.2) (<span style="color:#CB0000">-0.4</span>)</td>
<td class="tg-0lax">72.4 (2.5) (<span style="color:#009901">+3.6</span>)</td>
</tr>
<tr>
<td class="tg-0pky"></td>
<td class="tg-0pky">✔</td>
<td class="tg-0pky"></td>
<td class="tg-0pky">64.4 (1.0) (<span style="color:#009901">+1.2</span>)</td>
<td class="tg-0pky">74.5 (3.6) (<span style="color:#009901">+5.7</span>)</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">64.4 (1.0) (<span style="color:#009901">+1.2</span>)</td>
<td class="tg-0lax">74.5 (3.6) (<span style="color:#009901">+5.7</span>)</td>
</tr>
<tr>
<td class="tg-0pky"></td>
<td class="tg-0pky"></td>
<td class="tg-0pky">✔</td>
<td class="tg-0pky">64.7 (0.4) (<span style="color:#009901">+1.5</span>)</td>
<td class="tg-0pky">71.1 (3.1) (<span style="color:#009901">+2.3</span>)</td>
<td class="tg-0lax"></td>
<td class="tg-0lax"></td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax">64.7 (0.4) (<span style="color:#009901">+1.5</span>)</td>
<td class="tg-0lax">71.1 (3.1) (<span style="color:#009901">+2.3</span>)</td>
</tr>
<tr>
<td class="tg-0pky" rowspan="4">Multiple contexts</td>
<td class="tg-9wq8" rowspan="4"><span style="font-weight:400;font-style:normal">COSMO</span></td>
<td class="tg-0pky">✔</td>
<td class="tg-0pky">✔</td>
<td class="tg-0pky"></td>
<td class="tg-0pky">65.4 (0.4) (<span style="color:#009901">+2.2</span>)</td>
<td class="tg-0pky">70.4 (2.1) (<span style="color:#009901">+1.6</span>)</td>
<td class="tg-0lax" rowspan="4">Multiple contexts</td>
<td class="tg-0lax" rowspan="4"><span style="font-weight:400;font-style:normal">COSMO</span></td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">65.4 (0.4) (<span style="color:#009901">+2.2</span>)</td>
<td class="tg-0lax">70.4 (2.1) (<span style="color:#009901">+1.6</span>)</td>
</tr>
<tr>
<td class="tg-0pky">✔</td>
<td class="tg-0pky"></td>
<td class="tg-0pky">✔</td>
<td class="tg-0pky">64.9 (1.6) (<span style="color:#009901">+1.7</span>)</td>
<td class="tg-0pky">73.7 (3.8) (<span style="color:#009901">+4.9</span>)</td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax">64.9 (1.6) (<span style="color:#009901">+1.7</span>)</td>
<td class="tg-0lax">73.7 (3.8) (<span style="color:#009901">+4.9</span>)</td>
</tr>
<tr>
<td class="tg-0pky"></td>
<td class="tg-0pky">✔</td>
<td class="tg-0pky">✔</td>
<td class="tg-0pky">63.0 (2.1) (<span style="color:#CB0000">-0.2</span>)</td>
<td class="tg-0pky">74.2 (2.2) (<span style="color:#009901">+5.4</span>)</td>
<td class="tg-0lax"></td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax">63.0 (2.1) (<span style="color:#CB0000">-0.2</span>)</td>
<td class="tg-0lax">74.2 (2.2) (<span style="color:#009901">+5.4</span>)</td>
</tr>
<tr>
<td class="tg-0pky">✔</td>
<td class="tg-0pky">✔</td>
<td class="tg-0pky">✔</td>
<td class="tg-0pky">65.0 (1.6) (<span style="color:#009901">+1.8</span>)</td>
<td class="tg-0pky">71.5 (2.8) (<span style="color:#009901">+2.7</span>)</td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax">✔</td>
<td class="tg-0lax">65.0 (1.6) (<span style="color:#009901">+1.8</span>)</td>
<td class="tg-0lax">71.5 (2.8) (<span style="color:#009901">+2.7</span>)</td>
</tr>
</tbody>
</table>
Expand All @@ -403,15 +390,15 @@ <h2 class="title is-3">Species Classification results on iWildCam2020-WILDS (OOD
<section class="section" id="BibTeX">
<div class="container is-max-desktop content">
<h2 class="title">Reference</h2>
Please kindly cite our paper if you use our code, data, models or results:
Please cite our paper if you use our code, data, models or results:
<br><br>
<pre><code>@article{pahuja2023bringing,
title={Bringing Back the Context: Camera Trap Species Identification as Link Prediction on Multimodal Knowledge Graphs},
author={Pahuja, Vardaan and Luo, Weidi and Gu, Yu and Tu, Cheng-Hao and Chen, Hong-You and Berger-Wolf, Tanya and Stewart, Charles and Gao, Song and Chao, Wei-Lun and Su, Yu},
journal={arXiv preprint arXiv:2401.00608},
year={2023}
}
}</code></pre>
</code></pre>
</div>
</section>

Expand Down

0 comments on commit bd8c476

Please sign in to comment.