Merge branch 'v1.0' of https://github.com/IDEA-Research/ChatRex into …

…v1.0

README.md

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 </div>
 
+----
+# News
+
+2024-11-27: Corresponding paper is lost in time and space (Submited yearstday night to arXiv, but it doesn't show up today)
 
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 # 1. Introduction 📚
 **TL;DR: ChatRex is an MLLM skilled in perception that can respond to questions while simultaneously grounding its answers to the referenced objects.**
 
+<!-- Add a video here -->
+[![Video Name](assets/teaser_cover.jpg)](https://github.com/user-attachments/assets/03d7e0af-1808-4ce8-bc67-854cf40a4972)
+
 ChatRex is a Multimodal Large Language Model (MLLM) designed to seamlessly integrate fine-grained object perception and robust language understanding. By adopting a decoupled architecture with a retrieval-based approach for object detection and leveraging high-resolution visual inputs, ChatRex addresses key challenges in perception tasks. It is powered by the Rexverse-2M dataset with diverse image-region-text annotations. ChatRex can be applied to various scenarios requiring fine-grained perception, such as object detection, grounded conversation, grounded image captioning and region
 understanding.
 
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 ## 4.2 Gradio Demo for ChatRex
 We also provide a gradio demo for ChatRex. Before you use, we highly recommend you to watch the following video to understand how to use this demo:
-[![Video Name](assets/video_cover.jpg)](https://github.com/user-attachments/assets/e256151e-172f-44b2-b094-5b8ea02b134e)
+
+<!-- Add a video here -->
+[![Video Name](assets/video_cover.jpg)](https://github.com/user-attachments/assets/945e192f-59e3-4c84-8615-20343378279a)
 
 ```bash
 python gradio_demos/chatrex_demo.py