Author

Xiaofeng Yang

2 papers indexed here

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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. · Medical Image Analysis · 0 citations

#artificial intelligence Review Sep 2026

A radiographic world model for clinical reasoning and evidence generation

Medical imaging artificial intelligence (AI) is commonly developed as separate mappings from radiographs to diagnostic outputs or from clinical descriptions to generated images, although both arise from the same underlying radiographic state. A world-model formulation instead seeks to learn an internal representation o...

Su-Yang Xi, Song-Tao Hu, Shansong Wang et al. · 4 citations