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
[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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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
- Reviewer of IEEE Transactions on Circuits and Systems for Video Technology
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