Zhang Ruipeng

I am currently an Assistant Researcher at the Department of Radiology, Shanghai Sixth People's Hospital affiliated with Shanghai Jiao Tong University School of Medicine. I received my Ph.D. degree in Information and Communication Engineering from Shanghai Jiao Tong University in June 2024, where I was supervised by Professor Ya Zhang in the MediaBrain Lab of Cooperative Medianet Innovation Center.

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Research

My research focuses on the intersection of Medicine and Artificial Intelligence:

Medical AI: Cross-modal diagnosis in medical imaging, fine-tuning and diagnostic reasoning of medical multimodal large models
Machine Learning: Cross-modal and cross-distribution consistency optimization, domain generalization

Representative papers are highlighted.

Google Scholar Stats

News

[January, 2026] One paper was accepted in NPJ Digital Medicine (SCI Q1, IF=15.2)! [Co-first author]

[December, 2024] One paper was accepted in Frontiers of Information Technology & Electronic Engineering!

[March, 2024] One paper was accepted in IEEE Transactions on Medical Imaging!

[January, 2024] One paper was accepted in ICLR 2024!

[October, 2023] One paper was accepted in Transactions on Machine Learning Research (TMLR)!

[September, 2023] One paper was accepted in NeurIPS 2023!

[June, 2023] One paper was accepted in MICCAI 2023!

Journal Papers

	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 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 pdf \| bibtex

Conference Papers

	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

Awards

Outstanding Graduate Student Scholarship, Shanghai Jiao Tong University
Runner-up prize of Breast density FL: ACR-NCI-NVIDIA Breast Density Federated Learning Challenge in MICCAI 2022
Wu Wen Jun Honorary Doctoral Scholarship, AI Institute, Shanghai Jiao Tong University.

Academic Services

Reviewer of MICCAI 2022, MICCAI 2023, ISBI 2024, MICCAI 2024, NeurIPS 2024, ICLR 2025
Reviewer of 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