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update index.html
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lawrence-cj committed Oct 14, 2024
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white-space: nowrap; /* Prevent line breaks */
}
.citation-content h2 {
background-color: #f5f5f5; /* Semi-transparent background inside the section */
font-size: 2em;
text-align: left;
font-weight: normal;
Expand Down Expand Up @@ -475,7 +476,7 @@ <h2>About Sana</h2>
<p>We introduce Sana, a text-to-image framework that can efficiently generate images up to 4096 × 4096 resolution.
Sana can synthesize high-resolution, high-quality images with strong text-image alignment at a remarkably fast speed,
deployable on laptop GPU. Core designs include:
<strong style="font-size: 18px;">Deep compression autoencoder: </strong> un-like traditional AEs, which compress images only 8x,
<strong style="font-size: 18px;">Deep compression autoencoder: </strong> un-like traditional AEs, which compress images only ,
we trained an AE that can compress images 32×, effectively reducing the number of latent tokens.
<strong style="font-size: 18px;">Linear DiT: </strong> we replace all vanilla attention in DiT with linear attention, which is more efficient at high resolutions without sacrificing quality.
<strong style="font-size: 18px;">Decoder-only text encoder: </strong> we replaced T5 with modern decoder-only small LLM as the text encoder and designed
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