About
- I am a Researcher at Shanghai AI Laboratory and a member of General Medical AI (GMAI).
- I received my Ph.D. in Biomedical Engineering from Shanghai Jiao Tong University supervised by Prof. Lixu Gu, and my B.Eng. in Biomedical Engineering from Xi'an Jiaotong University.
- My research interests include medical image analysis, medical multimodal foundation models, and medical AI agents.
- I have won multiple championships in MICCAI challenges.
Recent News
- Apr, 2026. I was invited by Prof. Guoyan Zheng to give a talk in his group.
- Mar, 2026. MedSegAgent was accepted by JBHI.
Selected Publications
MedSegAgent: A Universal and Scalable Multi-Agent System for Instructive Medical Image Segmentation
Ziyan Huang, Haoyu Wang, Jin Ye, Yuanfeng Ji, Xiaowei Hu, Lihao Liu, Zhikai Yang, Wei Li, Ming Hu, Yanzhou Su, Tianbin Li, Yun Gu, Shaoting Zhang, Yu Qiao, Lixu Gu, Junjun He
IEEE Journal of Biomedical and Health Informatics (JBHI), 2026
Revisiting model scaling with a U-net benchmark for 3D medical image segmentation
Ziyan Huang, Jin Ye, Haoyu Wang, Zhongying Deng, Zhikai Yang, Yanzhou Su, Jie Liu, Tianbin Li, Yun Gu, Shaoting Zhang, Yu Qiao, Lixu Gu, Junjun He
Scientific Reports, 2025
A-Eval: A benchmark for cross-dataset and cross-modality evaluation of abdominal multi-organ segmentation
Ziyan Huang, Zhongying Deng, Jin Ye, Haoyu Wang, Yanzhou Su, Tianbin Li, Hui Sun, Junlong Cheng, Jianpin Chen, Junjun He, Yun Gu, Shaoting Zhang, Lixu Gu, Yu Qiao
Medical Image Analysis, 2025
STU-Net: Scalable and Transferable Medical Image Segmentation Models Empowered by Large-Scale Supervised Pre-training
Ziyan Huang, Haoyu Wang, Zhongying Deng, Jin Ye, Yanzhou Su, Hui Sun, Junjun He, Yun Gu, Lixu Gu, Shaoting Zhang, Yu Qiao
arXiv preprint, 2023