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Us-jepa: A joint embedding predictive architecture for medical ultrasound

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cs.CV 1

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2026 1

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UNVERDICTED 1

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A World Model of Radiologist Reading for Medical Image Representation Learning

cs.CV · 2026-05-17 · unverdicted · novelty 7.0

GazeWorld autoregressively predicts latent representations of radiologist fixated patches with a spatial-completion branch to pretrain features that achieve SOTA supervised and zero-shot diagnostic accuracy on CheXpert, RSNA Pneumonia, and SIIM-ACR Pneumothorax.

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  • A World Model of Radiologist Reading for Medical Image Representation Learning cs.CV · 2026-05-17 · unverdicted · none · ref 5

    GazeWorld autoregressively predicts latent representations of radiologist fixated patches with a spatial-completion branch to pretrain features that achieve SOTA supervised and zero-shot diagnostic accuracy on CheXpert, RSNA Pneumonia, and SIIM-ACR Pneumothorax.