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Enzo Ferrante

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#artificial intelligence Preprint Sep 2026

FOCUS: Benchmarking Retinal Model Generalization from Foundation Vision Encoders to Multimodal LLMs

Progress in AI-based retinal image analysis has advanced with foundation models, yet evaluating their reliability remains challenging. Performance reported on a single dataset does not capture how models behave under dataset shift, across clinical definitions, or for different patient subgroups. This limitation is part...

David S. Restrepo, Chen-Wei Wu, L. Nakayama et al. · 0 citations

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