Author

Wentao Pan

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#computer vision Jul 2026

Towards Autonomous and Auditable Medical Imaging Model Development

AMID is introduced, an autonomous multi-agent framework for medical imaging model development that outperformed evaluated general-purpose MLE systems and approached or matched strong human-designed challenge solutions across heterogeneous tasks.

Shengyuan Liu, Jia-Xuan Jiang, Boyun Zheng et al. · arXiv.org · 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