Multimodal Large Language Models

The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy
A survey and roadmap for scaling medical agents from clinical assistance toward autonomous, self-evolving clinical systems.
Chunzheng Zhu, Lei Tian, Bohan Tan, Ziqi Zhou, Yuxuan Sun, Yijun Wang, Chengchao Lv, Yilin Wen, Yijun He, Jinghao Lin, Yihang Chen, Cheewei Tan, Qianshan Wei, Lei Zhao, Bin Pu, Kenli Li, Yuan Xue, Jianxin Lin
The Path to Self-Evolving Clinical Systems: Scaling Medical Agents from Assistance to Autonomy
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution
A latent diagnostic memory evolution framework that bridges visual perception and clinical intuition in medical VLMs.
Chunzheng Zhu, Jiaqi Zeng, Junyu Jiang, Jianxin Lin, Yijun Wang
MedSynapse-V: Bridging Visual Perception and Clinical Intuition via Latent Memory Evolution
MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis
A reinforcement learning framework that models clinician-style dynamic visual focusing for medical progressive diagnosis.
Chunzheng Zhu, Yangfang Lin, Shen Chen, Yijun Wang, Jianxin Lin
MedEyes: Learning Dynamic Visual Focus for Medical Progressive Diagnosis
AI-assisted Fetal Ultrasound Diagnosis
Research and development of AI-assisted fetal ultrasound diagnosis systems.