Objective. Non-contrast-enhanced computed tomography (NCCT) images have limited tissue resolution for gastric cancer diagnosis, while contrast-enhanced computed tomography (CECT) scans involve risks such as allergic reactions and high radiation exposure. This study proposes an auxiliary diagnostic framework that integr...
Xiao-Dong Li, Yun-Peng Zhao, Meng-Jie Fang et al.· Physics in Medicine and Biol...· 0 citations
This Review examines volumetric foundation models, language alignment and compression strategies, and agentic systems that extend MLLMs through planning, tools, memory, and workflow interaction, and introduces a Claim-Design-Validation framework to assess whether technical, workflow, and clinical claims are matched by...
Zan-Ting Ye, Shengyuan Liu, Xin Liu et al.· 0 citations
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