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Author

Jun Zhou

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Open access Aug 2026

Performance and label efficiency of traditional deep-learning models and a retina-specific foundation model for ocular and systemic disease detection: a retrospective comparative study.

BACKGROUND RETFound, a self-supervised retina-specific foundation model, has shown potential in downstream tasks, but its performance in comparison with that of traditional deep-learning models remains unclear. We aimed to evaluate RETFound against three supervised deep-learning models (ResNet50, ViT-Base, and SwinV2)...

S. Yew, Xiao-Feng Lei, Jocelyn Hui Lin Goh et al. · 0 citations
Review Open access Aug 2026

Systematic review of behavior-related self-management assessment instruments for patients with diabetes

Objective To systematically evaluate the methodological quality and measurement properties of behavior-related self-management assessment instruments for patients with diabetes, and to provide evidence-based guidance for healthcare professionals when selecting appropriate assessment instruments. Methods A systematic li...

Jun Zhou, Yuan-Yuan Cui, Xing-Xin Cai et al. · 0 citations
Open access Jul 2026

MerMED-FM: Multimodal, Multi-Disease Medical Imaging Foundation Model.

Multimodal, Multi-Disease Medical Imaging Foundation Model MerMED-FM has the potential to be a highly adaptable, versatile, cross-specialty foundation model that enables robust interpretation of medical imaging across diverse medical disciplines.

Yang Zhou, C. Quek, Jun Zhou et al. · 2 citations

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