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1. add sampler compare content;
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2. index.html update;
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@lawrence-cj
lawrence-cj committed Oct 14, 2024
1 parent 669b4bd commit 1764f4f
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54 changes: 36 additions & 18 deletions index.html
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Original file line number Diff line number Diff line change
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<html lang="en">
<head>
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@400;500;600;700&display=swap" rel="stylesheet">
<script async src="//busuanzi.ibruce.info/busuanzi/2.3/busuanzi.pure.mini.js"></script>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Sana</title>
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padding: 10px;
text-align: center;
margin-top: 10px;
box-shadow: 2px 4px 12px #00000054;
border-top-left-radius: 20px;
border-top-right-radius: 20px;
}
.citation-content {
text-align: left;
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font-weight: normal;
}
.citation pre {
border-radius: 15px; /* Rounded corners */
max-width: 90%; /* Limit the width to 80% of the screen */
text-align: left;
}
.footer {
background-color: #222;
color: #fff;
background-color: #f5f5f5;
box-shadow: 2px 4px 12px #00000054;
color: #333;
padding: 20px;
text-align: center;
margin-top: -20px;
border-top-left-radius: 20px;
border-top-right-radius: 20px;
}
.footer a {
color: #00d1b2;
color: dodgerblue;
text-decoration: none;
}
.inserted-image {
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margin-left: auto; /* Center the image horizontally */
margin-right: auto;
border-radius: 10px;
box-shadow: 2px 2px 12px 4px #00000012;
box-shadow: 2px 2px 10px 3px #00000030;
}
.video-container {
text-align: center; /* Center the video horizontally */
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max-width: 80%; /* The video will scale to fit the container */
height: auto; /* Maintain the video's aspect ratio */
border-radius: 10px; /* Rounded corners for the video */
box-shadow: 2px 4px 12px #00000054;
box-shadow: 2px 2px 10px 3px #00000054;
}
.logo {
color: black;
Expand Down Expand Up @@ -499,18 +502,28 @@ <h2>Several core design details for Efficiency</h2>
Unlike CLIP or T5, Gemma offers superior text comprehension and instruction-following.
We address training instability and design complex human instructions (CHI) to leverage Gemma’s in-context learning,
improving image-text alignment.<br>
</p>
</div>

<div>
<img src="asset/content/model-incremental.jpg" alt="pipeline for Sana" class="inserted-image">
</div>

<div class="description-content">
<p>
&nbsp;&nbsp;&nbsp;&nbsp;&bull;&nbsp;&nbsp; <strong style="font-size: 18px;">Efficient Training and Inference Strategy: </strong>
We propose automatic labeling and training strategies to improve text-image consistency.
Multiple VLMs generate diverse re-captions, and a CLIPScore-based strategy selects high-CLIPScore captions to enhance convergence and alignment.
Additionally, our <strong style="font-size: 1.05em;">Flow-DPM-Solver</strong> reduces inference steps from 28-50 to 14-20 compared to the Flow-Euler-Solver, with better performance.</div>
<p>
Additionally, our <strong style="font-size: 1.05em;">Flow-DPM-Solver</strong> reduces inference steps from 28-50 to 14-20 compared to the Flow-Euler-Solver, with better performance.
</p>
</div>

<div>
<img src="asset/content/model-incremental.jpg" alt="pipeline for Sana" class="inserted-image">
<img src="asset/content/sampler.jpg" alt="flow-dpms vs flow-euler" class="inserted-image">
</div>

<div class="description-content">
<h2>Performance</h2>
<h2>Overall Performance</h2>
<p>We compare Sana with the most advanced text-to-image diffusion models in Table 7. For 512 × 512 resolution,
Sana-0.6 demonstrates a throughput that is 5× faster than PixArt-Σ, which has a similar model size,
and significantly outperforms it in FID, Clip Score, GenEval, and DPG-Bench. For 1024 × 1024 resolution,
Expand All @@ -524,11 +537,6 @@ <h2>Performance</h2>
<img src="asset/content/performance.jpg" alt="Sana performance" class="inserted-image">
</div>

<div class="description-content">
<h2>Our Mission</h2>
<p>Our mission is to develop <strong>efficient, lightweight, and accelerated</strong> AI technologies that address practical challenges and deliver fast, open-source solutions...</p>
</div>

<!-- Video Section -->
<div class="description-content">
<h2>Sana-0.6B is deployable on a customer-grade 4090 GPU</h2>
Expand All @@ -541,6 +549,11 @@ <h2>Sana-0.6B is deployable on a customer-grade 4090 GPU</h2>
</div>
<!-- End Video Section -->

<div class="description-content">
<h2>Our Mission</h2>
<p>Our mission is to develop <strong>efficient, lightweight, and accelerated</strong> AI technologies that address practical challenges and deliver fast, open-source solutions...</p>
</div>

<!--BibTex citation -->
<section class="citation" id="BibTeX">
<div class="citation-content">
Expand All @@ -565,7 +578,12 @@ <h2 class="title">BibTeX</h2>
<div class="columns is-centered">
<div class="column is-8">
<div class="content">
<p class="has-text-centered">Total clicks: <span id="busuanzi_value_site_pv"></span></p>
<p>
This website is licensed under a <a
rel="license" href="http://creativecommons.org/licenses/by-sa/4.0/" target="_blank">Creative
Commons Attribution-ShareAlike 4.0 International License</a>.
</p>
<span id="busuanzi_container_site_pv">Total clicks: <span id="busuanzi_value_site_pv"></span></span></p>
</div>
</div>
</div>
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