Update README.md

README.md

@@ -4,24 +4,17 @@ language:
 - en
 pretty_name: EcoWikiRS
 ---
-<h1 style="text-align: center;"> EcoWikiRS: Learning Ecological Representations of Satellite Images from Weak
-Supervision with Species Observations and Wikipedia</h1>
+# EcoWikiRS: Learning Ecological Representations of Satellite Images from Weak Supervision with Species Observations and Wikipedia
 
-| Authors |
-|---------|
-| Valerie Zermatten <img src="https://info.orcid.org/wp-content/uploads/2019/11/orcid_16x16.png" width="16"/> · Javiera Castillo-Navarro <img src="https://info.orcid.org/wp-content/uploads/2019/11/orcid_16x16.png" width="16"/> · Pallavi Jain <img src="https://info.orcid.org/wp-content/uploads/2019/11/orcid_16x16.png" width="16"/> · Devis Tuia <img src="https://info.orcid.org/wp-content/uploads/2019/11/orcid_16x16.png" width="16"/> · Diego Marcos <img src="https://info.orcid.org/wp-content/uploads/2019/11/orcid_16x16.png" width="16"/> |
+**Authors**  
+Valerie Zermatten · Javiera Castillo-Navarro · Pallavi Jain · Devis Tuia · Diego Marcos  
 
+[![arXiv](https://img.shields.io/badge/arXiv-2503.20871-B31B1B.svg?logo=arxiv&logoColor=white)](https://arxiv.org/abs/2504.19742)
+[![GitHub](https://img.shields.io/badge/GitHub-EcoWikiRS-black?logo=github)](https://github.com/eceo-epfl/EcoWikiRS)
+[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.13121149.svg)](https://zenodo.org/records/15236742)
 
 
-<a href="https://arxiv.org/abs/2504.19742">
-<img src="https://img.shields.io/badge/arXiv-2503.20871-B31B1B.svg?logo=arxiv&logoColor=white" alt="arXiv"></a>&nbsp;
-<a href="https://github.com/eceo-epfl/EcoWikiRS">
-<img src="https://img.shields.io/badge/GitHub-EcoWikiRS-black?logo=github" alt="GitHub"></a>&nbsp;
-<a href="https://zenodo.org/records/15236742">
-<img src="https://zenodo.org/badge/DOI/10.5281/zenodo.13121149.svg" alt="DOI"></a>
-
-
-<h4> Overview </h4>
+## Overview 
 
 The **WikiRS** dataset, composed of triplets of images, species list and Wikipedia sentences :
 - **91k high-resolution aerial images** (50cm, RGB bands) from the swissIMAGE product 
@@ -29,7 +22,7 @@ The **WikiRS** dataset, composed of triplets of images, species list and Wikiped
 - **103K different sentences** describing the habitat of the observed species, extracted from the corresponding Wikipedia article.
 
 
-<h4> How to cite this work: </h4>
+## How to cite this work: 
 
 ```
 @InProceedings{Zermatten_2025_WikiRS,
@@ -43,7 +36,7 @@ The **WikiRS** dataset, composed of triplets of images, species list and Wikiped
 ```
 
 
-<h4>Additional data information </h4>
+## Additional data information 
 
 - More information on the EUNIS ecosystem type map is available on the European Environment Agency website : [**Ecosystem type map** (all classes)](https://www.eea.europa.eu/en/analysis/maps-and-charts/ecosystem-type-map-all-classes-1).
 
@@ -51,4 +44,10 @@ The **WikiRS** dataset, composed of triplets of images, species list and Wikiped
 
 
 
-Other smaller resources are mentioned in the relevant code sections.
+Other smaller resources are mentioned in the relevant code sections.
+
+## Contacts & Information
+
+- **Contact Email:** valerie.zermatten@epfl.ch
+- **Shared by:** [ECEO Lab](https://www.epfl.ch/labs/eceo/)
+- **License:** MiT License