Article

UWF-FM: A Foundation Model for Comprehensive Ultra-Widefield Retinal Assessment

2026-08-07

Abstract excerpt

<title>Abstract</title> <p>Ultra-widefield (UWF) retinal imaging enables comprehensive visualization of retinal pathology but introduces substantial heterogeneity across diseases, clinical tasks, and imaging devices, limiting the applicability of existing retinal foundation models. Here we present UWF-FM, a foundation model pretrained using self-supervised learning on 632,627 unlabeled UWF retinal images. We eval...

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Literature Corpus work: f68b1b7c-cece-54f4-813a-2faf35ee7c15
DOI: 10.21203/rs.3.rs-10319146/v1

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