Update README.md

README.md

@@ -6,7 +6,18 @@ task_categories:
 
 ## EuroSAT-SAR: Land Use and Land Cover Classification with Sentinel-1
 
-The EuroSAT-SAR dataset is a SAR version of the popular [EuroSAT](https://github.com/phelber/EuroSAT) dataset. We matched each Sentinel-2 image in EuroSAT with one Sentinel-1 patch according to the geospatial coordinates, ending up with 27,000 dual-pol Sentinel-1 SAR images divided in 10 classes. The EuroSAT-SAR dataset serves as a CIFAR-like, clean, balanced ML-ready dataset for remote sensing SAR image recognition.
+The EuroSAT-SAR dataset is a SAR version of the popular [EuroSAT](https://github.com/phelber/EuroSAT) dataset. We matched each Sentinel-2 image in EuroSAT with one Sentinel-1 patch according to the geospatial coordinates, ending up with 27,000 dual-pol Sentinel-1 SAR images divided in 10 classes. The EuroSAT-SAR dataset was collected as one downstream task in the work [FG-MAE](https://github.com/zhu-xlab/FGMAE) to serve as a CIFAR-like, clean, balanced ML-ready dataset for remote sensing SAR image recognition.
+
+<p align="center">
+  <img width="1000" alt="fgmae main structure" src="assets/eurosat-sar.png">
+</p>
 
 ### Citation
+```bibtex
+@article{wang2023feature,
+  title={Feature guided masked Autoencoder for self-supervised learning in remote sensing},
+  author={Wang, Yi and Hernandez, Hugo Hernandez and Albrecht, Conrad M and Zhu, Xiao Xiang},
+  year={2023}
+}
+```