Update README.md

README.md

@@ -10,20 +10,38 @@ size_categories:
 - 1M<n<10M
 ---
 
-# **LAION — Referred Visual Search — Fashion**
+<div align="center">
 
-*Introduced in **Weakly-Supervised Conditional Embedding for Referred Visual Search***
+# LAION - Referred Visual Search - Fashion
+Introduced in ***LRVSF-Fashion: Extending Visual Search with Referring Instructions***
 
-**[CRITEO AI Lab](https://ailab.criteo.com)** x **[ENPC](https://imagine-lab.enpc.fr)**
+<a href="https://simon-lepage.github.io"><strong>Simon Lepage</strong></a>
+—
+<strong>Jérémie Mary</strong>
+—
+<a href=https://davidpicard.github.io><strong>David Picard</strong></a>
 
-[Simon Lepage](https://simon-lepage.github.io), Jérémie Mary, [David Picard](https://davidpicard.github.io)
+<a href=https://ailab.criteo.com>CRITEO AI Lab</a>
+&
+<a href=https://imagine-lab.enpc.fr>ENPC</a>
+</div>
 
-[[`Paper`](https://arxiv.org/abs/2306.02928)] 
-[[`Demo`](https://huggingface.co/spaces/Slep/CondViT-LRVSF-Demo)] 
-[[`Code`](https://github.com/Simon-Lepage/CondViT-LRVSF)] 
-[[`BibTeX`](#citing-the-dataset)]
+<p align="center">
+    <a href="https://arxiv.org/abs/2306.02928">
+        <img alt="ArXiV Badge" src="https://img.shields.io/badge/arXiv-2306.02928-b31b1b.svg">
+    </a>
+</p>
 
----
+<div align="center">
+<div id=links>
+
+**Useful Links**<br>
+[Test set](https://zenodo.org/doi/10.5281/zenodo.11189942) —
+[Benchmark Code](https://github.com/Simon-Lepage/LRVSF-Benchmark) —
+[LRVS-F Leaderboard](https://huggingface.co/spaces/Slep/LRVSF-Leaderboard) —
+[Demo](https://huggingface.co/spaces/Slep/CondViT-LRVSF-Demo)
+</div>
+</div>
 
 
 ## **Composition**
@@ -106,9 +124,9 @@ We also release `bootstrap_IDs.pkl`, the file used to generate the bootstrapped
 ## Citing the dataset
 
 To cite our work, please use the following BibTeX entry : 
-```
-@article{lepage2023condvit,
-  title={Weakly-Supervised Conditional Embedding for Referred Visual Search},
+```bibtex
+@article{lepage2023lrvsf,
+  title={LRVS-Fashion: Extending Visual Search with Referring Instructions},
   author={Lepage, Simon and Mary, Jérémie and Picard, David},
   journal={arXiv:2306.02928},
   year={2023}