metadata
license: cc-by-nc-sa-4.0
language:
- en
- es
pipeline_tag: object-detection
tags:
- aorticvalve
- echocardiography
- deeplearning
- fasterrcnnresnet50
🫀 Aortic Valve Detection Model (AoVdetector)
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)
Sample results
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