Morphology-aware distillation for lightweight retinal vessel segmentation across fundus photography and OCT angiography

IntroductionRetinal vessel segmentation is critical for diagnosing ophthalmic and systemic diseases, yet deploying high-performance models in resource-constrained clinical settings remains a challenge. While Knowledge Distillation (KD) offers a solution for model compression, conventional KD methods...

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Auteurs principaux:	Han Shu, Qi Yuan, Yizhi Pan, Weikun Kong, Yangyi Feng, Cheng Peng, Kai Li, Le-Minh Nguyen, Teeradaj Racharak, Junyi Xin, Guanqun Sun
Format:	Artigo
Langue:	Inglês
Publié:	Frontiers Media S.A. 2026-05-01
Collection:	Frontiers in Cell and Developmental Biology
Sujets:	deep learning lightweight segmentation morphology-aware distillation ophthalmology retinal vessel segmentation
Accès en ligne:	https://www.frontiersin.org/articles/10.3389/fcell.2026.1825518/full
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