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sua-choi committed Jun 15, 2024
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6 changes: 3 additions & 3 deletions css/bootstrap-4.4.1.css

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20 changes: 16 additions & 4 deletions index.html
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Expand Up @@ -91,18 +91,30 @@ <h2>Abstract</h2>
</section>
<br>


<style>
.image {
width: 100%;
}

@media (min-width: 1200px) {
.image {
width: 80%;
}
}
</style>
<section>
<div class="container">
<div class="row">
<div class="col-12 text-center">
<h2>Preliminaries</h2>
<h2>Preliminary</h2>
<!-- <hr style="margin-top:0px"> -->
</div>
<br>
<div class="col-12">
<p class="text-left">
<center>
<img src="images/preliminary.png" style="width:75%; margin-bottom:20px;">
<img src="images/preliminary.png" class="image" style="margin-top:10px; margin-bottom:20px;">
</center>
<!-- <h4>Mean-Shift</h4> -->
<!-- We revisit the mean-shift and introduce contrastive mean-shift (CMS) learning for generalized category discovery. -->
Expand Down Expand Up @@ -143,7 +155,7 @@ <h4>Learning framework: Contrastive Mean-Shift learning (CMS)</h4>
<br>
<h4>Validation: Estimating the number of clusters</h4>
<center>
<img src="images/validation.png" style="width:80%; margin-top:10px; margin-bottom:20px;">
<img src="images/validation.png" class="image" style="margin-top:10px; margin-bottom:20px;">
</center>
During training, we estimate the number of clusters K at the end of every epoch for a fairer and efficient validation. We apply
agglomerative clustering on the validation set to obtain clustering results for different number of clusters. Among them, the
Expand All @@ -154,7 +166,7 @@ <h4>Validation: Estimating the number of clusters</h4>
<br>
<h4>Inference: Iterative Mean-Shift (IMS)</h4>
<center>
<img src="images/inference.png" style="width:80%; margin-top:10px; margin-bottom:20px;">
<img src="images/inference.png" class="image" style="margin-top:10px; margin-bottom:20px;">
</center>
To improve the final clustering property of the embeddings, we perform multi-step mean shift on the embeddings before
agglomerative clustering. Starting from the initial embeddings from the learned encoder, we update them to $t$-step
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