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Author

Jun Zhou

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#artificial intelligence Preprint Sep 2026

An Uncertainty-Guided Digital Twin Framework for Online Adaptive Proton Therapy in Head and Neck Cancer: A Feasibility Study

Objective: Head and neck (HN) proton therapy spans six to seven weeks of anatomical change, while offline replanning takes about a week. We present an uncertainty-guided digital twin (UGDT) framework that forecasts treatment-day anatomy before treatment and evaluate whether it generates online adaptive proton therapy (...

Yi-Zhou Wu, R. Sanford, Hui-Qiao Xie et al. · 0 citations
Review Aug 2026

Foundation models in medical image analysis: A systematic review and quantitative analysis.

This review provides a comprehensive and structured synthesis of FMs in medical image analysis by systematically organizing studies into two primary categories: vision-only foundation models (VFMs) and vision-language foundation models (VLFMs), based on their architectural foundations, training strategies, and downstre...

P. Rajendran, M. Safari, Wen-Feng He et al. · 0 citations

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