Update README.md

README.md

@@ -44,15 +44,59 @@ tags:
   <a href="#statement">Statement</a>
 </p>
 
+## Examples
+
+<div align="center">
+<p>A satellite image of <span style="color:inherit;">road</span>.</p>
+  <img src="./assets/gifs/DG_629683_0_road_1.gif" width="10%">
+  <img src="./assets/gifs/DG_629683_0_road_2.gif" width="10%">
+  <img src="./assets/gifs/DG_629683_0_road_3.gif" width="10%">
+  <img src="./assets/gifs/DG_629683_0_road_4.gif" width="10%">
+  <img src="./assets/gifs/DG_629683_0_road_5.gif" width="10%">
+</div>
+<div align="center">
+<p>A satellite image of <span style="color:inherit;">small vehicle</span>.</p>
+  <img src="./assets/gifs/FAST_train_5093_0001_0_small_vehicle_1.gif" width="10%">
+  <img src="./assets/gifs/FAST_train_5093_0001_0_small_vehicle_2.gif" width="10%">
+  <img src="./assets/gifs/FAST_train_5093_0001_0_small_vehicle_3.gif" width="10%">
+  <img src="./assets/gifs/FAST_train_5093_0001_0_small_vehicle_4.gif" width="10%">
+  <img src="./assets/gifs/FAST_train_5093_0001_0_small_vehicle_5.gif" width="10%">
+</div>
+<div align="center">
+<p>A satellite image of <span style="color:inherit;">tree</span>. (Flood)</p>
+  <img src="./assets/gifs/OEMxBD_coxsbazar_56_2_tree_1.gif" width="10%">
+  <img src="./assets/gifs/OEMxBD_coxsbazar_56_2_tree_2.gif" width="10%">
+  <img src="./assets/gifs/OEMxBD_coxsbazar_56_2_tree_3.gif" width="10%">
+  <img src="./assets/gifs/OEMxBD_coxsbazar_56_2_tree_4.gif" width="10%">
+  <img src="./assets/gifs/OEMxBD_coxsbazar_56_2_tree_5.gif" width="10%">
+</div>
+<div align="center">
+<p>A satellite image of <span style="color:inherit;">water</span>.</p>
+  <img src="./assets/gifs/LD_300_0_water_1.gif" width="10%">
+  <img src="./assets/gifs/LD_300_0_water_2.gif" width="10%">
+  <img src="./assets/gifs/LD_300_0_water_3.gif" width="10%">
+  <img src="./assets/gifs/LD_300_0_water_4.gif" width="10%">
+  <img src="./assets/gifs/LD_300_0_water_5.gif" width="10%">
+</div>
+<div align="center">
+<p>A satellite image of <span style="color:inherit;">baseball diamond, vehicle</span>.</p>
+  <img src="./assets/gifs/SIOR_07349_0_1.gif" width="10%">
+  <img src="./assets/gifs/SIOR_07349_0_2.gif" width="10%">
+  <img src="./assets/gifs/SIOR_07349_0_3.gif" width="10%">
+  <img src="./assets/gifs/SIOR_07349_0_4.gif" width="10%">
+  <img src="./assets/gifs/SIOR_07349_0_5.gif" width="10%">
+</div>
+
 ## TODO
 
 - [ ] Release EarthSynth Models to 🤗 HuggingFace
 - [x] Release EarthSynth-180K Dataset to 🤗 HuggingFace
 
 ## News
-- [2025/8/7] EarthSynth-180K dataset is uploaded to 🤗 [HuggingFace](jaychempan/EarthSynth-180K).
+- [2025/8/7] EarthSynth-180K dataset is uploaded to 🤗 [HuggingFace](https://huggingface.co/datasets/jaychempan/EarthSynth-180K).
 - [2025/5/20] Our paper of "EarthSynth: Generating Informative Earth Observation with Diffusion Models" is up on [arXiv](https://arxiv.org/abs/2505.12108).
 
+
 ## Abstract
 
 Remote sensing image (RSI) interpretation typically faces challenges due to the scarcity of labeled data, which limits the performance of RSI interpretation tasks. To tackle this challenge, we propose **EarthSynth**, a diffusion-based generative foundation model that enables synthesizing multi-category, cross-satellite labeled Earth observation for downstream RSI interpretation tasks. To the best of our knowledge, EarthSynth is the first to explore multi-task generation for remote sensing, tackling the challenge of limited generalization in task-oriented synthesis for RSI interpretation. EarthSynth, trained on the EarthSynth-180K dataset, employs the Counterfactual Composition training strategy with a three-dimensional batch-sample selection mechanism to improve training data diversity and enhance category control. Furthermore, a rule-based method of R-Filter is proposed to filter more informative synthetic data for downstream tasks. We evaluate our EarthSynth on scene classification, object detection, and semantic segmentation in open-world scenarios. There are significant improvements in open-vocabulary understanding tasks, offering a practical solution for advancing RSI interpretation.
@@ -160,10 +204,8 @@ python test.py --base_model path/to/stable-diffusion/ --controlnet_path path/to/
 ```
 ### Training Data Generation
 
-[TODO]
-
 <p align="center">
-    <img src="assets/Vis.png" alt="Image" width="500">
+    <img src="assets/Vis.png" alt="Image" width="300">
 </p>
 
 
@@ -202,3 +244,4 @@ primaryClass={cs.CV},
 url={https://arxiv.org/abs/2505.12108}, 
 } 
 ```
+