Zhang Ruipeng

PI, AI4Rad Lab · Assistant Researcher · Shanghai Sixth People's Hospital

Principal Investigator, AI4Rad Lab · Assistant Researcher, Department of Radiology, Shanghai Sixth People's Hospital, Shanghai Jiao Tong University School of Medicine. Ph.D. in Information and Communication Engineering from Shanghai Jiao Tong University (2024), supervised by Prof. Ya Zhang in the MediaBrain Lab. Research focuses on medical vision-language models and cross-distribution generalization of AI on clinical data.

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Zhang Ruipeng

Research

Medical vision-language models and clinical AI, with emphasis on cross-distribution generalization of machine learning models on clinical data.

  • Medical VLM — medical vision-language model pretraining, fine-tuning, and clinical diagnostic reasoning
  • Machine Learning — cross-distribution generalization of AI models on clinical data

Highlighted papers are representative works.

Google Scholar

Citations: 1,477

h-index 12 · i10-index 13

News

Jan 2026 Paper accepted in NPJ Digital Medicine (SCI Q1, IF=15.2). Co-first author.
Dec 2024 Paper accepted in FITEE.
Mar 2024 Paper accepted in IEEE Trans. Medical Imaging.
Jan 2024 Paper accepted at ICLR 2024.
Oct 2023 Paper accepted in Transactions on Machine Learning Research (TMLR).
Sep 2023Paper accepted at NeurIPS 2023.
Jun 2023Paper accepted at MICCAI 2023.

Journal Papers

BrainMIND
Featured 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
JCR Q1CAS Tier 1 · TopIF 15.2
pdfcodebibtex
FFT-GP
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
CCF-CJCR Q3CAS Tier 4IF 2.7
pdfbibtex
UniChest
Featured 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
CCF-BJCR Q1CAS Tier 1 · TopIF 10.6
pdfcodeprojectbibtex
FADH
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
CCF-BJCR Q1CAS Tier 1IF 8.4
pdfbibtex
FACT PR
Fourier-based augmentation with applications to domain generalization
Qinwei Xu, Ruipeng Zhang, Ziqing Fan, Yanfeng Wang, Yi-Yan Wu, Ya Zhang.
Pattern Recognition, 2023
CCF-BJCR Q1CAS Tier 1IF 7.5
pdfbibtex

Conference Papers

DISAM
Featured Domain-Inspired Sharpness-Aware Minimization Under Domain Shifts
Ruipeng Zhang, Ziqing Fan, Jiangchao Yao*, Ya Zhang, Yanfeng Wang*.
ICLR, 2024
CCF-A
projectpdfbibtex
FedGELA
Federated Learning with Bilateral Curation for Partially Class-Disjoint Data
Ziqing Fan, Ruipeng Zhang, Jiangchao Yao*, Bo Han, Ya Zhang, Yanfeng Wang*.
NeurIPS, 2023
CCF-A
projectpdfbibtex
GRACE
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*.
MICCAI, 2023
CCF-B
projectpdfbibtex
FedDG-GA
Featured Federated Domain Generalization with Generalization Adjustment
Ruipeng Zhang, Qinwei Xu, Jiangchao Yao, Ya Zhang*, Qi Tian, Yanfeng Wang*.
CVPR, 2023
CCF-A
projectvideopdfbibtex
SemiDG
Semi-Supervised Domain Generalization for Medical Image Analysis
Ruipeng Zhang, Qinwei Xu, Chaoqing Huang, Ya Zhang*, Yanfeng Wang.
ISBI, 2022
postervideopdfbibtex
FACT
Featured A Fourier-based Framework for Domain Generalization
Qinwei Xu, Ruipeng Zhang, Ya Zhang, Yanfeng Wang, Qi Tian.
CVPR, 2021
CCF-A
projectpdfbibtex
SimDE
SimDE: A Simple Domain Expansion Approach for Single-Source Domain Generalization
Qinwei Xu, Ruipeng Zhang, Yi-Yan Wu, Ya Zhang, Ning Liu, Yanfeng Wang.
CVPR Workshop, 2023
Workshop
pdfbibtex
DCN
Domain-Conditioned Normalization for Test-Time Domain Generalization
Yuxuan Jiang, Yanfeng Wang, Ruipeng Zhang, Qinwei Xu, Ya Zhang, Xin Chen, Qi Tian.
ECCV Workshop, 2022
Workshop🏆 Best Long Paper
pdfbibtex

Honors & Awards

  • Outstanding Graduate Student Scholarship, Shanghai Jiao Tong University (2023)
  • Runner-up, Breast Density FL Challenge, MICCAI 2022
  • Wu Wen Jun Honorary Doctoral Fellowship, AI Institute, Shanghai Jiao Tong University (2019)
  • First-class Scholarship, University of Electronic Science and Technology of China (2017)
  • Second Prize, Mathematical Modeling Competition, UESTC (2017)
  • First-class Scholarship, UESTC (2016)
  • Outstanding Individual in Social Practice, UESTC (2016)

Academic Services

  • Conference Reviewer: MICCAI 2022, 2023, 2024; ISBI 2024; NeurIPS 2024; ICLR 2025
  • Journal Reviewer: IEEE TCSVT, Pattern Recognition, IEEE JBHI, IEEE TCDS, IEEE TII, IEEE TKDE