diff --git a/README.md b/README.md
index b8efd5a..18f9540 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,18 @@
-# 🌊 SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory
+<div align="center">
+<img align="left" width="100" height="100" src="https://github.com/user-attachments/assets/1834fc25-42ef-4237-9feb-53a01c137e83" alt="">
 
-[[Arxiv]](https://arxiv.org/abs/2411.11922) [[Project Page]](https://yangchris11.github.io/samurai/) 
+# SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory
+
+[Cheng-Yen Yang](https://yangchris11.github.io), [Hsiang-Wei Huang](https://hsiangwei0903.github.io/), [Wenhao Chai](https://rese1f.github.io/), [Zhongyu Jiang](https://zhyjiang.github.io/#/), [Jenq-Neng Hwang](https://people.ece.uw.edu/hwang/)
+</div>
+
+[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/samurai-adapting-segment-anything-model-for/visual-object-tracking-on-lasot-ext)](https://paperswithcode.com/sota/visual-object-tracking-on-lasot-ext?p=samurai-adapting-segment-anything-model-for)
+[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/samurai-adapting-segment-anything-model-for/visual-object-tracking-on-got-10k)](https://paperswithcode.com/sota/visual-object-tracking-on-got-10k?p=samurai-adapting-segment-anything-model-for)
+[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/samurai-adapting-segment-anything-model-for/visual-object-tracking-on-needforspeed)](https://paperswithcode.com/sota/visual-object-tracking-on-needforspeed?p=samurai-adapting-segment-anything-model-for)
+[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/samurai-adapting-segment-anything-model-for/visual-object-tracking-on-lasot)](https://paperswithcode.com/sota/visual-object-tracking-on-lasot?p=samurai-adapting-segment-anything-model-for)
+[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/samurai-adapting-segment-anything-model-for/visual-object-tracking-on-otb-2015)](https://paperswithcode.com/sota/visual-object-tracking-on-otb-2015?p=samurai-adapting-segment-anything-model-for)
+
+[[Arxiv]](https://arxiv.org/abs/2411.11922) [[Project Page]](https://yangchris11.github.io/samurai/) [[Raw Results]](https://drive.google.com/drive/folders/1ssiDmsC7mw5AiItYQG4poiR1JgRq305y?usp=sharing) 
 
 This repository is the official implementation of SAMURAI: Adapting Segment Anything Model for Zero-Shot Visual Tracking with Motion-Aware Memory
 
@@ -19,7 +31,7 @@ pip install -e ".[notebooks]"
 
 Please see [INSTALL.md](https://github.com/facebookresearch/sam2/blob/main/INSTALL.md) from the original SAM 2 repository for FAQs on potential issues and solutions.
 ```
-pip install requirements.txt
+pip install matplotlib==3.7 tikzplotlib jpeg4py opencv-python lmdb pandas scipy
 ```
 
 #### SAM 2.1 Checkpoint Download