update readme

README.md

@@ -23,11 +23,19 @@ size_categories:
 
 **MedVision**, a large-scale, multi-anatomy, multi-modality dataset for quantitative medical image analysis.
 
-🌏 **Project**: https://medvision-vlm.github.io
+🌏 [**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)
 
-🧑🏻‍💻 **Code**: https://github.com/YongchengYAO/MedVision
-
-🩻 **Huggingface Dataset**: [YongchengYAO/MedVision](https://huggingface.co/datasets/YongchengYAO/MedVision)
+```
+@misc{yao2025medvisiondatasetbenchmarkquantitative,
+      title={MedVision: Dataset and Benchmark for Quantitative Medical Image Analysis}, 
+      author={Yongcheng Yao and Yongshuo Zong and Raman Dutt and Yongxin Yang and Sotirios A Tsaftaris and Timothy Hospedales},
+      year={2025},
+      eprint={2511.18676},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2511.18676}, 
+}
+```
 
 <br/>
 
@@ -39,7 +47,7 @@ size_categories:
 
 # TODO
 
-- [ ] Add preprint, project page
+- [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