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M

Mark A. Chia

lions eye institute
H指数:14
被引数:1,440

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Understanding pre-training data effects in retinal foundation models using two large fundus cohorts

通过两个大型眼底队列理解视网膜基础模型中的预训练数据效应

Nature Communications
IF15.7
2026-02-280
OAAI
Yukun Zhou; Zheyuan Wang; Yilan Wu; Ariel Yuhan Ong; Siegfried K. Wagner; Eden Ruffell; Mark A. Chia; Zhouyu Guan; Lie Ju; Justin Engelmann; David A. Merle; Tingyao Li; Jia Shu; Paul Nderitu; Ke Zou; Jocelyn Hui Lin Goh; Qingshan Hou; Xiaoxuan Liu; Yaxing Wang; Yih Chung Tham; Andre Altmann; Carol Y. Cheung; Daniel C. Alexander; Eric J. Topol; Alastair K. Denniston; Tien Yin Wong; Bin Sheng; Pearse A. Keane
Can a Natural Image-Based Foundation Model Outperform a Retina-Specific Model in Detecting Ocular and Systemic Diseases?

自然图像基础模型能否在检测眼部和全身性疾病方面优于视网膜专用模型？

Ophthalmology Science
IF4.6
2025-08-270
OAAI
Qingshan Hou; Yukun Zhou; Jocelyn Hui Lin Goh; Ke Zou; Samantha Min Er Yew; Sahana Srinivasan; Meng Wang; Thaddaeus Lo; Xiaofeng Lei; Siegfried K. Wagner; Mark A. Chia; Gabriel Dawei Yang; Hongyang Jiang; AnRan Ran; Rui Santos; Gabor Mark Somfai; Juan Helen Zhou; Haoyu Chen; Qingyu Chen; Carol Yim-Lui Cheung; Pearse A. Keane; Yih Chung Tham

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Pearse A. Keane
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Angus Turner
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周瑜琨
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Kelsey V. Stuart
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Louis R. Pasquale
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