Wang Zizhou

- Medical Image Analysis
- Domain Generalisation
- Domain Adaptation
- Robust AI
- AI Safety

1. Zizhou Wang et al. Single-Domain Generalisation via Path Flatness-Aware Optimisation of Loss Landscapes. IEEE Transactions on Neural Networks and Learning Systems, 2026, 37(3):1263-1276.
2. Zizhou Wang et al. Continuous Disentangled Joint Space Learning for Domain Generalisation. IEEE Transactions on Neural Networks and Learning Systems, 2025, 36(7):13122-13134.
3. Zizhou Wang et al. A Feature Space-Restricted Attention Attack on Medical Deep Learning Systems. IEEE Transactions on Cybernetics, 2023, 53(8):5323-5335.
4. Zizhou Wang et al. Consistent Representation via Contrastive Learning for Skin Lesion Diagnosis. Computer Methods and Programs in Biomedicine, 2023, 242:107826.
5. Zizhou Wang et al. A Semi-symmetric Domain Adaptation Network Based on Multi-level Adversarial Features for Meningioma Segmentation. Knowledge-Based Systems, 2021, 228:107245.
6. Zizhou Wang et al. An End-to-End Mammogram Diagnosis: A New Multi-Instance and Multiscale Method Based on Single-Image Feature. IEEE Transactions on Cognitive and Developmental Systems, 2021, 13(3).
7. Xin Shu, Lei Zhang, Zizhou Wang et al. Deep Neural Networks With Region-Based Pooling Structures for Mammographic Image Classification. IEEE Transactions on Medical Imaging, 2020, 39(6):2246-2255.
8. Yan Wang, Yangqin Feng, Lei Zhang, Zizhou Wang et al. Deep Adversarial Domain Adaptation for Breast Cancer Screening from Mammograms. Medical Image Analysis, 2021, 73:102147.
9. Yan Wang, Zizhou Wang, Yangqin Feng, Lei Zhang. WDCCNet: Weighted Double-Classifier Constraint Neural Network for Mammographic Image Classification. IEEE Transactions on Medical Imaging, 2022, 41(3):559-570.
10. Yangqin Feng, Zizhou Wang et al. Contrastive Domain Adaptation with Consistency Match for Automated Pneumonia Diagnosis. Medical Image Analysis, 2023, 83:102664.
11. Wei Huang, Lei Zhang, Xin Shu, Zizhou Wang et al. Adaptive Annotation Correlation Based Multi-Annotation Learning for Calibrated Medical Image Segmentation. IEEE Journal of Biomedical and Health Informatics, 2024, 28(12):7175-7183.
12. Yan Wang, Liangli Zhen, Tien-En Tan, Huazhu Fu, Yangqin Feng, Zizhou Wang et al. Geometric Correspondence-Based Multimodal Learning for Ophthalmic Image Analysis. IEEE Transactions on Medical Imaging, 2024, 43(5):1945-1957.
13. Wei Huang, Lei Zhang, Zizhou Wang, Lituan Wang. Exploring Inherent Consistency for Semi-Supervised Anatomical Structure Segmentation in Medical Imaging. IEEE Transactions on Medical Imaging, 2024, 43(11):3731-3741.
14. Wei Huang, Lei Zhang, Zizhou Wang, Yan Wang. GapMatch: Bridging Instance and Model Perturbations for Enhanced Semi-Supervised Medical Image Segmentation. AAAI, 2025.
15. Zhenbin Wang, Lei Zhang, Wei Huang, Zhao Zhang, Zizhou Wang. Rethinking Out-of-Distribution Detection and Generalisation with Collective Behavior Dynamics. NeurIPS, 2025.