Confidence-aware dual-consistency and pixel-sampled dual-contrastive learning for semi-supervised biomedical image segmentation.

Ziwen Liu 0001 Beijing University of Posts and Telecommunications (BUPT), School of Mathematical Sciences, Beijing, ChinaX University of Chinese Academy of Sciences (UCAS), School of Artificial Intelligence, Beijing, China University of Chinese Academy of Sciences, School of Mathematical Sciences, Beijing, China https://scholar.google.com/citations?user=o-XevgQAAAAJ https://ieeexplore.ieee.org/author/37087118931 https://orcid.org/0009-0006-2584-9918 Ziwen Liu

Shangwu Feng Ziwen Liu 0001 Ge Yang 0002 Confidence-aware dual-consistency and pixel-sampled dual-contrastive learning for semi-supervised biomedical image segmentation. 132422 2026 669 Neurocomputing https://doi.org/10.1016/j.neucom.2025.132422 db/journals/ijon/ijon669.html#FengLY26 streams/journals/ijon

Shangwu Feng Ziwen Liu 0001 Ge Yang 0002 IYNet: Asymmetric Multi-Input Network with Wavelet-Driven LF/HF Perturbation for Semi-Supervised Biomedical Image Segmentation. 3550-3555 2025 BIBM https://doi.org/10.1109/BIBM66473.2025.11356499 conf/bibm/2025 db/conf/bibm/bibm2025.html#FengLY25 Jia He Bonan Li Ge Yang 0002 Ziwen Liu 0001 Blaze3DM: Integrating Triplane Representation with Diffusion for Solving 3D Inverse Problems in Medical Imaging. 56-66 2025 MICCAI (2) https://doi.org/10.1007/978-3-032-04937-7_6 conf/miccai/2025-2 db/conf/miccai/miccai2025-2.html#HeLYL25 streams/conf/miccai

Ziwen Liu 0001 Mingqiang Li Congying Han Siqi Tang Tiande Guo STDNet: Rethinking Disentanglement Learning With Information Theory. 10407-10421 2024 August 35 IEEE Trans. Neural Networks Learn. Syst. 8 https://doi.org/10.1109/TNNLS.2023.3241791 db/journals/tnn/tnn35.html#LiuLHTG24 streams/journals/tnn

Yanfeng Zhou Lingrui Li Zichen Wang Guole Liu Ziwen Liu 0001 Ge Yang 0002 XNet v2: Fewer Limitations, Better Results and Greater Universality. 4070-4075 2024 BIBM https://doi.org/10.1109/BIBM62325.2024.10822699 conf/bibm/2024 db/conf/bibm/bibm2024.html#ZhouLWLL024 Zicheng Zhang Ruobing Zheng Bonan Li Congying Han Tianqi Li Meng Wang Tiande Guo Jingdong Chen Ziwen Liu 0001 Ming Yang 0007 Learning Dynamic Tetrahedra for High-Quality Talking Head Synthesis. 5209-5219 2024 CVPR https://doi.org/10.1109/CVPR52733.2024.00498 conf/cvpr/2024 db/conf/cvpr/cvpr2024.html#ZhangZLHLWGCL024

Zicheng Zhang Ruobing Zheng Ziwen Liu 0001 Congying Han Tianqi Li Meng Wang Tiande Guo Jingdong Chen Bonan Li Ming Yang 0007 Learning Dynamic Tetrahedra for High-Quality Talking Head Synthesis. 2024 abs/2402.17364 CoRR https://doi.org/10.48550/arXiv.2402.17364 db/journals/corr/corr2402.html#abs-2402-17364

Jia He Bonan Li Ge Yang 0002 Ziwen Liu 0001 Blaze3DM: Marry Triplane Representation with Diffusion for 3D Medical Inverse Problem Solving. 2024 abs/2405.15241 CoRR https://doi.org/10.48550/arXiv.2405.15241 db/journals/corr/corr2405.html#abs-2405-15241

Yanfeng Zhou Lingrui Li Zichen Wang Guole Liu Ziwen Liu 0001 Ge Yang 0002 XNet v2: Fewer Limitations, Better Results and Greater Universality. 2024 abs/2409.00947 CoRR https://doi.org/10.48550/arXiv.2409.00947 db/journals/corr/corr2409.html#abs-2409-00947 streams/journals/corr

Ziwen Liu 0001 Chenguang Wang 0011 Congying Han Tiande Guo Learning graph representation by aggregating subgraphs via mutual information maximization. 126392 2023 548 Neurocomputing https://doi.org/10.1016/j.neucom.2023.126392 db/journals/ijon/ijon548.html#LiuWHG23

Ziwen Liu 0001 Bonan Li Congying Han Tiande Guo Xuecheng Nie Masked Reconstruction Contrastive Learning with Information Bottleneck Principle. 2022 abs/2211.09013 CoRR https://doi.org/10.48550/arXiv.2211.09013 db/journals/corr/corr2211.html#abs-2211-09013

Ziwen Liu 0001 Mingqiang Li Congying Han Blocked and Hierarchical Disentangled Representation From Information Theory Perspective. 2021 abs/2101.08408 CoRR https://arxiv.org/abs/2101.08408 db/journals/corr/corr2101.html#abs-2101-08408

Chenguang Wang 0011 Ziwen Liu 0001 Graph Representation Learning by Ensemble Aggregating Subgraphs via Mutual Information Maximization. 2021 abs/2103.13125 CoRR https://arxiv.org/abs/2103.13125 db/journals/corr/corr2103.html#abs-2103-13125

Li Sun Kang Zhao 0001 Congying Han Ziwen Liu 0001 Enhancing Hyperspectral Unmixing With Two-Stage Multiplicative Update Nonnegative Matrix Factorization. 171023-171031 2019 7 IEEE Access https://doi.org/10.1109/ACCESS.2019.2955984 db/journals/access/access7.html#SunZHL19

Jingdong Chen Shangwu Feng Tiande Guo Congying Han Jia He Bonan Li Lingrui Li Mingqiang Li Tianqi Li Guole Liu Xuecheng Nie Li Sun Siqi Tang Chenguang Wang 0011 Meng Wang Zichen Wang Ge Yang 0002 Ming Yang 0007 Zicheng Zhang Kang Zhao 0001 Ruobing Zheng Yanfeng Zhou