Update README.md

README.md

@@ -1,3 +1,62 @@
----
-license: mit
----
+---
+license: mit
+---
+
+<h2 align="center">Scale Space Diffusion [CVPR 2026]</h2>
+
+<p align="center">
+  <a href="https://soumik-kanad.github.io/">Soumik Mukhopadhyay</a><sup>*</sup>,&nbsp;
+  <a href="https://prateksha.github.io/">Prateksha Udhayanan</a><sup>*</sup>,&nbsp;
+  <a href="https://abhinavsh.info/">Abhinav Shrivastava</a>&nbsp;
+</p>
+<p align="center">
+  <sup></sup>University of Maryland, College Park &nbsp; 
+  <br>
+  <sup>*</sup>Equal contribution.
+</p>
+
+
+<p align="center">
+  <a href="https://prateksha.github.io/projects/scale-space-diffusion/"><img src="https://img.shields.io/badge/Website-Project_Page-2ea44f" /></a>
+  &nbsp;
+  <a href="https://arxiv.org/abs/2603.08709"><img src="https://img.shields.io/badge/arXiv-2603.08709-b31b1b.svg" /></a>
+  &nbsp;
+  <a href="https://github.com/prateksha/ScaleSpaceDiffusion"><img src="https://img.shields.io/badge/GitHub-Code-blue" /></a>
+</p>
+Scale Space Diffusion is a pixel-space diffusion model that integrates scale-space theory by combining Gaussian noise with linear degradations (downsampling). It introduces Flexi-UNet for resolution-aware denoising.
+
+<table>
+  <tr>
+    <td align="center">
+      <img src="https://raw.githubusercontent.com/prateksha/ScaleSpaceDiffusion/main/assets/teaser.png"
+           alt="Scale Space Diffusion teaser" width="85%">
+    </td>
+    <td align="center">
+      <img src="https://raw.githubusercontent.com/prateksha/ScaleSpaceDiffusion/main/assets/ssd_gif.gif"
+           alt="Scale Space Diffusion sampling animation" width="100%">
+    </td>
+  </tr>
+</table>
+
+
+This model release accompanies the official implementation of **Scale Space Diffusion**.
+
+## Model Details
+
+The released checkpoints include SSD models trained on CelebA and ImageNet:
+
+- CelebA-64: 2L and 4L Flexi-UNet checkpoints
+- CelebA-128: 3L and 5L Flexi-UNet checkpoints
+- CelebA-256: 3L and 6L Flexi-UNet checkpoints
+- ImageNet-64: 2L Flexi-UNet checkpoint
+
+## Citation
+```
+@article{mukhopadhyay2026scale,
+  title={Scale Space Diffusion},
+  author={Mukhopadhyay, Soumik and Udhayanan, Prateksha and Shrivastava, Abhinav},
+  journal={arXiv preprint arXiv:2603.08709},
+  year={2026}
+}
+```
+