Update README.md

README.md

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 # ERDES: Eye Retinal Detachment Ultrasound Dataset  
 
 ## 📌 Introduction  
-**ERDES** is a large-scale, publicly available dataset of **3D ocular ultrasound videos** for retinal and macular detachment classification. It consists of **5,381 expertly annotated video clips**, providing a valuable resource for medical AI research in ophthalmology.  
+**ERDES** is a large-scale, publicly available dataset of **3D ocular ultrasound videos** for retinal and macular detachment classification. It was introduced in our paper **[ERDES: A Benchmark Video Dataset for Retinal Detachment and Macular Status Classification in Ocular Ultrasound](https://huggingface.co/papers/2508.04735)**. The corpus consists of **5,381 expertly annotated video clips** totaling to **5 hours and 10 minutes**, providing a valuable resource for medical AI research in ophthalmology.  
 
 ### Key Features:  
 ✅ **5381 labeled ultrasound video clips**