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Meng-Jie Fang

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Open access Aug 2026

Radiomics using generative adversarial network enhanced non-contrast computed tomography for gastric cancer diagnosis

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. · 0 citations
Review Aug 2026

Volumetric Radiology AI in the Era of Multimodal Large Language Models

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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