Author

Zhao-Wu Du

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Open access Oct 2026

OphJev: endpoint-aware System One decisions for ophthalmic imaging and clinical text

Ophthalmic decisions require probabilities tied to a clinical question, a candidate set and an operating policy. We present OphJev, an endpoint-aware System One framework that combines frozen image and text representations, candidate scoring, schema-specific calibration and selective generalist queries for fundus and O...

Z. Du, Z. Deng, L. Ma · medRxiv · 0 citations

Review Sep 2026

Foundation Models in Ophthalmic Artificial Intelligence: Current Status and Future Directions.

Recent advances in ophthalmic foundation models have accelerated the application of artificial intelligence in ophthalmology, improving disease detection, progression assessment, and treatment evaluation. These advances are supported by the increasing availability of multimodal ophthalmic imaging data, including optica...

Li-Ping Ren, Jun-Yang Huang, Z. Du et al. · IEEE journal of biomedical a... · 0 citations