Update README.md

README.md

@@ -7,7 +7,35 @@ sdk: static
 pinned: false
 ---
 
-# MJ-Bench Team: Align
+# MJ-Bench Team
+
+[MJ-Bench-Team](https://mj-bench.github.io/) is co-founded by Stanford University, UNC-Chapel Hill, and the University of Chicago. We aim to align modern foundation models with multimodal judges to enhance reliability, safety, and performance.
+
+<p align="center">
+  <img 
+       src="https://raw.githubusercontent.com/MJ-Bench/MJ-Bench.github.io/main/static/images/Stanford.jpg" 
+       alt="Stanford University" 
+       width="350" 
+       style="display:inline-block; margin:0 40px; vertical-align:middle;"/>
+  <img 
+       src="https://raw.githubusercontent.com/MJ-Bench/MJ-Bench.github.io/main/static/images/UNC-logo.png" 
+       alt="UNC Chapel Hill" 
+       width="190" 
+       style="display:inline-block; margin:0 -10px; vertical-align:middle;"/>
+  <img 
+       src="https://raw.githubusercontent.com/MJ-Bench/MJ-Bench.github.io/main/static/images/UChicago-logo.jpg" 
+       alt="University of Chicago" 
+       width="160" 
+       style="display:inline-block; margin:0 140px; vertical-align:middle;"/>
+</p>
+
+---
+
+## Recent News
+- 🎉 **MJ-PreferGen** is **accepted by ICLR25**! Check out the paper: [*MJ-PreferGen: An Automatic Framework for Preference Data Synthesis*](https://openreview.net/forum?id=WpZyPk79Fu)
+- 🔥 We have released [**MJ-Video**](https://aiming-lab.github.io/MJ-VIDEO.github.io/). All datasets and model checkpoints are available [here](https://huggingface.co/MJ-Bench)!
+
+---
 
 ## 😎 [**MJ-Video**: Fine-Grained Benchmarking and Rewarding Video Preferences in Video Generation](https://aiming-lab.github.io/MJ-VIDEO.github.io/)
 
@@ -39,7 +67,7 @@ We evaluate a wide range of multimodal judges, including:
 - 4 closed-source VLMs (e.g., GPT-4, Claude 3)
 
 <p align="center">
-  <img src="https://github.com/MJ-Bench/MJ-Bench.github.io/blob/main/static/images/dataset_overview_new.png" alt="MJ-Bench Dataset Overview" width="80%"/>
+  <img src="https://raw.githubusercontent.com/MJ-Bench/MJ-Bench/main/assets/overview_new.png" alt="MJ-Bench Dataset Overview" width="80%"/>
 </p>
 
 🔥 **We are actively updating the [leaderboard](https://mj-bench.github.io/)!**