Update README.md

README.md

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 - 10M<n<100M
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-![MedVision](fig/medvision-logo.png)
+<div align="center">
 
-# About
+<img src="fig/medvision-logo.png" alt="MedVision Logo" /><br/>
 
-**MedVision**, a large-scale, multi-anatomy, multi-modality dataset for quantitative medical image analysis.
+<div align="center" style="font-weight: bold; font-size: 28px;">
+MedVision: Dataset and Benchmark for Quantitative Medical Image Analysis
+</div>
+
+| 🌏 [**Project**](https://medvision-vlm.github.io) | 🧑🏻‍💻 [**Code**](https://github.com/YongchengYAO/MedVision) | 🩻 [**Dataset**](https://huggingface.co/datasets/YongchengYAO/MedVision) | 🐳 [**Docker**](https://hub.docker.com/r/vincentycyao/medvision/tags) | 🤗 [**SFT Models**](https://huggingface.co/collections/YongchengYAO/medvision-sft-models) | 📖 [**arXiv**](https://arxiv.org/abs/2511.18676) |
+
+🔎 Benchmarking VLMs for detection, tumor/lesion size estimation, and angle/distance measurement from medical images 📏
+
+💿 30.8M annotated samples | multi-modality | multi-anatomy | 3D/2D medical image 💿
+
+</div>
 
-🌏 [**Project**](https://medvision-vlm.github.io) 🧑🏻‍💻 [**Code**](https://github.com/YongchengYAO/MedVision) 🩻 [**Dataset**](https://huggingface.co/datasets/YongchengYAO/MedVision) 🤗 [**SFT Models**](https://huggingface.co/collections/YongchengYAO/medvision-sft-models) 📖 [**arXiv**](https://arxiv.org/abs/2511.18676)
 
 ```
 @misc{yao2025medvisiondatasetbenchmarkquantitative,
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 <br/>
 
+
 # News
 
 - [Oct 8, 2025] 🚀 Release **MedVision** dataset v1.0.0
 
 <br/>
 
-# TODO
-
-- [x] Add preprint, project page
-- [x] Add instructions on how to prepare the SKM-TEA and ToothFairy2 datasets
-- [ ] Add tutorial on how to expand the dataset
-
-<br/>
 
 # Datasets
 
@@ -105,6 +108,9 @@ size_categories:
 
 <br/>
 
+# Add New Datasets
+To add new datasets, check this [blog](https://huggingface.co/blog/YongchengYAO/medvision-dataset) for an introduction of MedVision dataset.
+
 # Requirement
 
 📝 Note: `trust_remote_code` is no longer supported in datasets>=4.0.0, install `dataset` with `pip install datasets==3.6.0`
@@ -215,12 +221,12 @@ from medvision_ds.utils.preprocess_utils import (
 
 This repository is released under CC-BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).
 
-✅ **What you can do**
+✅ **Do**
 - Copy and redistribute the material in any medium or format.
 - Adapt, remix, transform, and build upon the material.
 - Use it privately or in non-commercial educational, research, or personal projects.
 
-🚫 **What you cannot do**
+🚫 **Do not**
 - Use the material for commercial purposes
 
 📄 **Requirement**