Update README.md

README.md

@@ -10,9 +10,14 @@ size_categories:
 - 1K<n<10K
 ---
 
-# Exemplar-Based Image Editing Dataset
+# ReEdit-Bench: Benchmark Dataset for Exemplar-Based Image Editing
 
-A curated dataset of ~1,500 samples for evaluating exemplar-based image editing methods, as presented in our [WACV'25 paper](https://openaccess.thecvf.com/content/WACV2025/html/Srivastava_ReEdit_Multimodal_Exemplar-Based_Image_Editing_WACV_2025_paper.html)
+A curated dataset of ~1,500 samples for evaluating exemplar-based image editing methods, as presented in our paper - **ReEdit: Multimodal Exemplar-Based Image Editing with Diffusion Models** - at WACV'25
+
+[![Project Page](https://img.shields.io/badge/Project-Page-blue)](https://reedit-diffusion.github.io/)  [![arXiv](https://img.shields.io/badge/arXiv-Paper-b31b1b)](https://arxiv.org/abs/2411.03982)  [![GitHub](https://img.shields.io/badge/GitHub-Code-181717?logo=github)](https://github.com/reedit-diffusion/reedit-diffusion)
+
+
+<img src="https://cdn-uploads.huggingface.co/production/uploads/675d4f54dfdaa78daabe8e71/G1G1laTDtfd598f_z7t6v.jpeg" alt="reedit_overview" width="800"/>
 
 ## Dataset Structure
 
@@ -24,7 +29,7 @@ Each sample contains 4 images representing an exemplar edit pair:
 
 ## Dataset Description
 
-This dataset was carefully curated from IP2P samples, with manual visual inspection to ensure high quality. The edit operation demonstrated on (x_original → x_edited) should be applicable to (y_original → y_edited).
+This dataset was carefully curated from InstructP2P samples, with manual visual inspection to ensure high quality. The edit operation demonstrated on (x_original → x_edited) should be applicable to (y_original → y_edited).
 
 **Format**: (x, x_edit, y, y_edit) tuples
 **Size**: ~1,500 samples