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1 public code

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1 public weights

CMR-CLIP

Cleveland Clinic / Case Western (Nakashima et al.) · 2026

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Code & model weights public

Vision-language model that jointly embeds a cardiac MRI study, treated as video, with the impression section of its clinical report. Combines a video encoder over cine/LGE frame sequences with a Bio+ClinicalBERT text encoder using CLIP-style contrastive training. Supports zero-shot and few-shot classification of cardiomyopathies, amyloidosis, and LV dysfunction, plus image/report retrieval and structured report drafting. Trained on a private, single-institution corpus of roughly 11,000-14,000 CMR study-report pairs from Cleveland Clinic and Case Western.

Cardiac MRI

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Cardiac MRI

Clinical text

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Text & EHR

Multimodal

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Multimodal

General Purpose / Multi-task

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General / Foundation

Non-ischemic cardiomyopathy

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Structural Heart & Cardiomyopathy

Ischemic cardiomyopathy

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Coronary & Ischemic Disease

Cardiac amyloidosis

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Structural Heart & Cardiomyopathy

LV systolic dysfunction (LVSD)

Filter by Disease / Trait:
Cardiac Function & Hemodynamics

LV dilation

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Structural Heart & Cardiomyopathy

Left ventricular hypertrophy (LVH)

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Structural Heart & Cardiomyopathy

Multi-label classification

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Classification

Binary classification

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Classification

Embedding

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Representation Learning

Hybrid

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Hybrid / Multi-branch

PyTorch

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PyTorch

MIT

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Permissive


Model ID: 0007

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Subject Count: 12,500