Update README.md

README.md

@@ -6,27 +6,19 @@ license: mit
 
 [Guillaume Astruc](https://gastruc.github.io/), [Nicolas Gonthier](https://ngonthier.github.io/), [Clement Mallet](https://www.umr-lastig.fr/clement-mallet/), [Loic Landrieu](https://loiclandrieu.com/)  
 
-
-Official models for [_AnySat: An Earth Observation Model for Any Resolutions, Scales, and Modalities_](https://arxiv.org/pdf/2404.08351.pdf)
-
-
 <p align="center">
   <img src="https://cdn-uploads.huggingface.co/production/uploads/662b7fba68ed7bbf40bfb0df/Jh9eOnMePFiL84TOzhe86.png" alt="image/png" width="600" height="300">
 </p>
 
 ## Abstract
 
- <div style="display: flex; align-items: center;">
-  <div style="flex: 1;">
-    <p>We introduce AnySat: a JEPA-based multimodal Earth Observation model that train simultaneously on diverse datasets with different scales, resolutions (spatial, spectral, temporal), and modality combinations.
+We introduce AnySat: a JEPA-based multimodal Earth Observation model that train simultaneously on diverse datasets with different scales, resolutions (spatial, spectral, temporal), and modality combinations.
 
+For more details and results, please check out our [github](https://github.com/gastruc/AnySat) and [project page](https://gastruc.github.io/projects/omnisat.html).
 
-For more details and results, please check out our [github](https://github.com/gastruc/AnySat) and [project page](https://gastruc.github.io/projects/omnisat.html).</p>
-  </div>
-  <div style="flex: 1; display: flex; justify-content: center;">
-    <img src="https://cdn-uploads.huggingface.co/production/uploads/662b7fba68ed7bbf40bfb0df/2tc0cFdOF2V0_KgptA-qV.png" alt="image/png" width="400"/>
-  </div>
-</div>
+<p align="center">
+  <img src="https://cdn-uploads.huggingface.co/production/uploads/662b7fba68ed7bbf40bfb0df/2tc0cFdOF2V0_KgptA-qV.png" alt="image/png" width="400" height="200">
+</p>
 
 ### Inference 🔥
 
@@ -75,6 +67,11 @@ features = AnySat(data, scale=scale, keep_subpatch=True, modality_keep=modality)
 
 Note that the features will be of size 2*D. If you have several modalities of the same desired resolution, you should pick the most informative one (or modify the code to concatenate also the other modalities)
 
+
+Example of use of AnySat:
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/662b7fba68ed7bbf40bfb0df/_x2ng-3c0jvLIP3R5WEwA.png)
+
+
 To reproduce results, add new modalities, or do more experiments see the full code on [github]('https://github.com/gastruc/AnySat').
 
 ### Citing 💫