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1 public code

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1 public weights

EchoFM

Massachusetts General Hospital / Harvard Medical School (Kim et al.) · 2025

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Code & model weights public

General-purpose vision foundation model for echocardiography, pretrained with a masked autoencoder combined with a periodic contrastive loss designed around the cyclical nature of cardiac motion. Validated on chamber segmentation, view classification, and disease detection, with its largest advantage over non-pretrained baselines and natural-image models like SAM appearing in low-label settings. Pretrained on roughly 290,000 echo clips from a mix of internal and public sources. Developed by Massachusetts General Hospital and Harvard Medical School.

Echocardiography video

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Echocardiography

General Purpose / Multi-task

Filter by Disease / Trait:
General / Foundation

Embedding

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Representation Learning

Vision Transformer

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Transformer

PyTorch

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PyTorch

CC BY-NC-ND 4.0

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Non-commercial / Research-only


Model ID: 0037

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Subject Count: 6,500