张瑞鹏 (Ruipeng Zhang)

我目前是上海交通大学医学院附属第六人民医院放射科助理研究员。我于2024年6月获得上海交通大学信息与通信工程博士学位,在协同创新中心 MediaBrain实验室师从张娅教授

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研究方向

我的研究聚焦于医学与人工智能的交叉领域

  • 医学AI:医学影像的跨模态诊断、医学多模态大模型的微调与诊断推理
  • 机器学习:跨模态与跨分布的一致性优化、领域泛化(Domain Generalization)
谷歌学术引用统计
最新动态
[2026年1月] 一篇论文被 NPJ Digital Medicine 接收 (SCI Q1, IF=15.2)![共同一作]
[2024年12月] 一篇论文被 Frontiers of Information Technology & Electronic Engineering 接收!
[2024年3月] 一篇论文被 IEEE Transactions on Medical Imaging 接收!
[2024年1月] 一篇论文被 ICLR 2024 接收!
[2023年10月] 一篇论文被 Transactions on Machine Learning Research (TMLR) 接收!
[2023年9月] 一篇论文被 NeurIPS 2023 接收!
[2023年6月] 一篇论文被 MICCAI 2023 接收!
期刊论文
Evaluation of large language models for diagnostic impression generation from brain MRI report findings: a multicenter benchmark and reader study
Ming-Liang Wang*, Rui-Peng Zhang*, Wen-Juan Wu, Yu Lu, Xiao-Er Wei, Zheng Sun, Bao-Hui Guan, Jun-Jie Zhang, Xue Wu, Lei Zhang, Tian-Le Wang, Yue-Hua Li.
npj Digital Medicine, 2026    SCI Q1, IF=15.1
pdf | code | bibtex
Fairness-guided federated training for generalization and personalization in cross-silo federated learning
Ruipeng Zhang, Ziqing Fan, Jiangchao Yao, Ya Zhang, Yanfeng Wang.
Frontiers of Information Technology & Electronic Engineering, 2024
pdf | bibtex
UniChest: Conquer-and-Divide Pre-training for Multi-Source Chest X-Ray Classification
Tianjie Dai, Ruipeng Zhang, Feng Hong, Jiangchao Yao, Ya Zhang, Yanfeng Wang.
IEEE Transactions on Medical Imaging, 2024
pdf | code | project page | bibtex
Federated Adversarial Domain Hallucination for Privacy-preserving Domain Generalization
Qinwei Xu, Ruipeng Zhang, Ya Zhang, Yi-Yan Wu, Yanfeng Wang.
IEEE Transactions on Multimedia, 2023    SCI 1区, CCF-B
pdf | bibtex
Fourier-based augmentation with applications to domain generalization
Qinwei Xu, Ruipeng Zhang, Ziqing Fan, Yanfeng Wang, Yi-Yan Wu, Ya Zhang.
Pattern Recognition, 2023    SCI 1区, CCF-B
pdf | bibtex
会议论文
Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts
Ruipeng Zhang, Ziqing Fan, Jiangchao Yao*, Ya Zhang, Yanfeng Wang*.
The Twelfth International Conference on Learning Representations (ICLR), 2024
project page | poster | video | pdf | bibtex
GRACE: Enhancing Federated Learning for Medical Imaging with Generalized and Personalized Gradient Correction
Ruipeng Zhang, Ziqing Fan, Qinwei Xu, Jiangchao Yao*, Ya Zhang*, Yanfeng Wang*.
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) , 2023
project page | poster | pdf | supp | bibtex
Federated Domain Generalization with Generalization Adjustment
Ruipeng Zhang, Qinwei Xu, Jiangchao Yao, Ya Zhang*, Qi Tian, Yanfeng Wang*.
IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR), 2023
project page | poster | video | pdf | supp | bibtex
Federated Learning with Bilateral Curation for Partially Class-Disjoint Data
Ziqing Fan, Ruipeng Zhang, Jiangchao Yao*, Bo Han, Ya Zhang, Yanfeng Wang*.
Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), 2023
project page | pdf | bibtex
Semi-Supervised Domain Generalization for Medical Image Analysis
Ruipeng Zhang, Qinwei Xu, Chaoqing Huang, Ya Zhang*, Yanfeng Wang.
IEEE International Symposium on Biomedical Imaging (ISBI) , 2022
poster | video | pdf | bibtex
A Fourier-based Framework for Domain Generalization
Qinwei Xu, Ruipeng Zhang, Ya Zhang, Yanfeng Wang, Qi Tian.
IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR), 2021
project page | pdf | supp | bibtex
SimDE: A Simple Domain Expansion Approach for Single-Source Domain Generalization
Qinwei Xu, Ruipeng Zhang, Yi-Yan Wu, Ya Zhang, Ning Liu, Yanfeng Wang.
IEEE/CVF Computer Vision and Pattern Recognition Conference Workshops (CVPRW), 2023
pdf | supp | bibtex
Domain-Conditioned Normalization for Test-Time Domain Generalization
Yuxuan Jiang, Yanfeng Wang, Ruipeng Zhang, Qinwei Xu, Ya Zhang, Xin Chen, Qi Tian.
European Conference on Computer Vision Workshops (ECCVW) , 2022 (Best Long Paper)
pdf | bibtex
荣誉奖项
  • [2023.12] 上海交通大学研究生优秀奖学金
  • [2022.10] MICCAI 2022Breast density FL: ACR-NCI-NVIDIA Breast Density Federated Learning Challenge 算法挑战赛全球亚军
  • [2019.09] 入选吴文俊人工智能荣誉博士班
  • [2017.12] 电子科技大学人民一等奖学金
  • [2017.06] 电子科技大学数学建模竞赛二等奖
  • [2016.12] 电子科技大学人民一等奖学金
  • [2016.10] 电子科技大学社会实践优秀个人
学术服务
  • 学术会议审稿人:MICCAI 2022, MICCAI 2023, ISBI 2024, MICCAI 2024, NeurIPS 2024, ICLR 2025
  • 期刊审稿人:IEEE Transactions on Circuits and Systems for Video Technology, Pattern Recognition, IEEE Journal of Biomedical and Health Informatics, IEEE Transactions on Cognitive and Developmental Systems, IEEE Transactions on Industrial Informatics, IEEE Transactions on Knowledge and Data Engineering