Research
I'm interested in computer vision, machine learning, medical image analysis, domain generalization and federated learning. Representative papers are highlighted.
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News
[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!
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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
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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
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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
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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
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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
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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
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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
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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)
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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
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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
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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
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Fourier-based augmentation with applications to domain generalization
Qinwei Xu, Ruipeng Zhang, Ziqing Fan, Yanfeng Wang, Yi-Yan Wu, Ya Zhang.
Pattern Recognition, 2023
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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
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