Article
Foundation versus Domain-Specific Models for Left Ventricular Segmentation on Cardiac Ultrasound
2023-09-19
Abstract excerpt
The Segment Anything Model (SAM) was fine-tuned on the EchoNet-Dynamic dataset and evaluated on external transthoracic echocardiography (TTE) and Point-of-Care Ultrasound (POCUS) datasets from CAMUS (University Hospital of St Etienne) and Mayo Clinic (99 patients: 58 TTE, 41 POCUS). Fine-tuned SAM was superior or comparable to MedSAM. The fine-tuned SAM also outperformed EchoNet and U-Net models, demonstrating str...
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Identifiers and source
- Literature Corpus work
- 1308c494-fa70-5ed0-aa31-cf58ea6169b4
- DOI
- 10.1101/2023.09.19.23295772
