Ziyan Huang

Research record

Publications

A selected list of work on scalable medical image models, evaluation, multimodal learning, and agents.

Complete record on Google Scholar

2026

First authorIEEE JBHI

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

Paper Code Zhihu

Preprint

Project Imaging-X: A Survey of 1000+ Open-Access Medical Imaging Datasets for Foundation Model Development

Zhongying Deng, Cheng Tang, Ziyan Huang, Jiashi Lin, Ying Chen, Junzhi Ning, Chenglong Ma, Jiyao Liu, Wei Li, Yinghao Zhu, et al.

Paper Code Zhihu

AAAI

GMAI-VL & GMAI-VL-5.5M: A Large Vision-Language Model and a Comprehensive Multimodal Dataset Towards General Medical AI

Tianbin Li, Yanzhou Su, Wei Li, Bin Fu, Zhe Chen, Ziyan Huang, Guoan Wang, Chenglong Ma, Ying Chen, Ming Hu, Yanjun Li, Pengcheng Chen, Xiaowei Hu, Zhongying Deng, Yuanfeng Ji, Jin Ye, Yu Qiao, Junjun He

Paper Code Zhihu

2025

First authorScientific Reports

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

Paper Code

First authorMedical Image Analysis

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

Paper Code Zhihu

IEEE TNNLS

SAM-Med3D: Towards General-Purpose Segmentation Models for Volumetric Medical Images

Haoyu Wang, Sizheng Guo, Jin Ye, Zhongying Deng, Junlong Cheng, Tianbin Li, Jianpin Chen, Yanzhou Su, Ziyan Huang, Yiqing Shen, Bin Fu, Shaoting Zhang, Junjun He, Yu Qiao

Paper Code Zhihu

2024

NeurIPS

GMAI-MMBench: A Comprehensive Multimodal Evaluation Benchmark Towards General Medical AI

Pengcheng Chen, Jin Ye, Guoan Wang, Yanjun Li, Zhongying Deng, Wei Li, Tianbin Li, Haodong Duan, Ziyan Huang, Yanzhou Su, Benyou Wang, Shaoting Zhang, Bin Fu, Jianfei Cai, Bohan Zhuang, Eric J. Seibel, Junjun He, Yu Qiao

Paper Code Zhihu

2023

First authorPreprint

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

Paper Code Zhihu

Preprint

SAM-Med2D: Segment Anything in 2D Medical Imaging

Junlong Cheng, Jin Ye, Zhongying Deng, Jianpin Chen, Tianbin Li, Haoyu Wang, Yanzhou Su, Ziyan Huang, Jilong Chen, Lei Jiang, Hui Sun, Junjun He, Shaoting Zhang, Min Zhu, Yu Qiao

Paper Code Zhihu

2022

First authorMIDL

AdwU-Net: Adaptive Depth and Width U-Net for Medical Image Segmentation by Differentiable Neural Architecture Search

Ziyan Huang, Zehua Wang, Zhikai Yang, Lixu Gu

Paper Code