Dual-Level Confidence based Implicit Self-Refinement for Medical Visual Question Answering
Mei-Hong Pan, Yefeng Zheng
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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 appropriate design and validation.
Zanting Ye, Shengyuan Liu, Xin Liu et al.
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