Uncertainty-Aware Multimodal Fusion for Reliable Fundus Disease Classification Using a Vision-Language Foundation Model

Meng Wang 0038, Tian Lin 0002, Aidi Lin, Ke Zou, Ting Xu, Yanda Meng, Dianbo Liu, Yih Chung Tham, Haoyu Chen 0002, Huazhu Fu. Uncertainty-Aware Multimodal Fusion for Reliable Fundus Disease Classification Using a Vision-Language Foundation Model. In Huihui Fang, Meng Wang 0038, Heng Li 0010, Hao Chen 0011, Hrvoje Bogunovic, Cecilia S. Lee, editors, Ophthalmic Medical Image Analysis - 12th International Workshop, OMIA 2025, Held in Conjunction with MICCAI 2025, Daejeon, South Korea, September 27, 2025, Proceedings. Volume 16209 of Lecture Notes in Computer Science, pages 65-74, Springer, 2025. [doi]

Abstract

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