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1 model found

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1 public code

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1 public weights

CineMA

UCL / Mycardium (Fu et al.) · 2025

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Code & model weights public

Foundation model for cine cardiac MRI, self-supervised via masked autoencoding on nearly 75,000 UK Biobank scans. Uses a Vision Transformer with a convolutional stem, unified across long-axis and short-axis views. Fine-tuned checkpoints are released for ventricle and myocardium segmentation, ejection-fraction regression, cardiovascular disease classification, and landmark localization across several public benchmark datasets (ACDC, M&Ms, M&Ms2, EMIDEC, and others).

Cardiac MRI

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Cardiac MRI

General Purpose / Multi-task

Filter by Disease / Trait:
General / Foundation

Cardiac chamber segmentation

Filter by Disease / Trait:
Structural Heart & Cardiomyopathy

LVEF estimation

Filter by Disease / Trait:
Cardiac Function & Hemodynamics

Binary classification

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Classification

Segmentation

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Segmentation & Detection

Regression

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Regression

Detection / localization

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Segmentation & Detection

Vision Transformer

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Transformer

PyTorch

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PyTorch

MIT

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Permissive


Model ID: 0003

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Subject Count: 74,916