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Cost-effective Instruction Learning for Pathology Vision and Language Analysis.
Kaitao Chen, Mianxin Liu, Fang Yan, Lei Ma, Xiaoming Shi, Lilong Wang, Xiaosong Wang, Lifeng Zhu, Zhe Wang, Mu Zhou, Shaoting Zhang*.
Nature Computational Science. Accepted
Editorial for Special Issue on Foundation Models for Medical Image Analysis
Xiaosong Wang, Dequan Wang, Xiaoxiao Li, Jens Rittscher, Dimitris Metaxas, Shaoting Zhang*.
Medical Image Analysis. 100: 103389 (2025)
On the challenges and perspectives of foundation models for medical image analysis
Shaoting Zhang*, Dimitris Metaxas.
Medical Image Analysis. 91: 102996 (2024)
Jieneng Chen, Jieru Mei, Xianhang Li, Yongyi Lu, Qihang Yu, Qingyue Wei, Xiangde Luo, Yutong Xie, Ehsan Adeli, Yan Wang, Matthew P. Lungren, Shaoting Zhang, Lei Xing, Le Lu, Alan L. Yuille, Yuyin Zhou*.
Medical Image Analysis. 97: 103280 (2024)
Weijian Huang, Cheng Li, Hong-Yu Zhou, Hao Yang, Jiarun Liu, Yong Liang, Hairong Zheng, Shaoting Zhang & Shanshan Wang*.
Nature Communications. 15: 7620 (2024)
A Large-scale Synthetic Pathological Dataset for Deep Learning-enabled Segmentation of Breast Cancer
Kexin Ding, Mu Zhou, HeWang, OlivierGevaert, Dimitris Metaxas & ShaotingZhang*.
Scientific data, 10: 231 (2023)
Caibo Ning, Linyun Fan, Meng Jin, Wenji Wang, Zhiqiang Hu, Yimin Cai, Liangkai Chen, ...Ying Zhu, Xiangpan Li, Shaoting Zhang*, Jianbo Tian* & Xiaoping Miao*.
Nature Communications. 14: 7900 (2023)
Mining multi-center heterogeneous medical data with distributed synthetic learning
Qi Chang, Zhennan Yan, Mu Zhou, Hui Qu, Xiaoxiao He, Han Zhang, Lohendran Baskaran, Subhi Al’Aref, Hongsheng Li*, Shaoting Zhang* & Dimitris N. Metaxas*.
Nature Communications. 14: 5510 (2023)
A Real-world Dataset and Benchmark For Foundation Model Adaptation in Medical Image Classification
Dequan Wang, Xiaosong Wang, Lilong Wang, Mengzhang Li, Qian Da, Xiaoqiang Liu, Xiangyu Gao, Jun Shen, Junjun He, Tian Shen, Qi Duan, Jie Zhao, Kang Li, Yu Qiao* & Shaoting Zhang*.
Scientific Data. 10: 574 (2023)
Kexin Ding, Mu Zhou, He Wang, Shaoting Zhang*, Dimitri N Metaxas*.
The Lancet Digital health, Vol.4 (11), p.e787-e795 (2022)
Predicting unseen antibodies’ neutralizability via adaptive graph neural networks
Jie Zhang*, Yishan Du, Pengfei Zhou, Jinru Ding, Shuai Xia, Qian Wang, Feiyang Chen, Mu Zhou, Xuemei Zhang, Weifeng Wang, Hongyan Wu*, Lu Lu* & Shaoting Zhang*.
Nature Machine Intelligence. 4, pages964–976 (2022)
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