Update README.md

README.md

@@ -9,4 +9,36 @@ tags:
 - echocardiography
 - deeplearning
 - fasterrcnnresnet50
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+---
+# 🫀 Aortic Valve Detection Model (AoVdetector)
+
+
+::contentReference[oaicite:0]{index=0}
+
+
+## Description
+
+This model detects the **aortic valve in echocardiogram images** from the following views:
+- PLAX (Parasternal Long Axis)
+- PSAX (Parasternal Short Axis)
+- 3CH (Three-Chamber View)
+
+The detection model is based on **Faster R-CNN with a ResNet-50 backbone**, pretrained on the **COCO dataset (COCO_V1)** and fine-tuned for cardiac ultrasound images.
+
+## Model Details
+
+- **Repository:** https://github.com/CardiovascularImagingVallHebron/AoVdetector  
+- **Developed in:** Python  
+- **Model type:** Object Detection  
+- **Architecture:** Faster R-CNN (ResNet-50)  
+
+## Model Performance
+
+- **Label Match Accuracy:** 92%  
+- **View Type Accuracy:** 98%  
+
+## Contact
+
+For any questions or inquiries, feel free to reach out to:  
+**Pere Lopez-Gutierrez**  
+📧 pere.lopez@vhir.org