【項目】 國家自然科學基金青年科學基金項目（C類）[原青年科學基金項目]，基于自適應多掃描稀疏采樣的高分辨率超低場磁共振成像方法研究，2026.1.1-2028.12.31（主持）
中國空氣動力研究與發展中心，具身智能無人機集群控制協同，2025-至今（負責人）
天府絳溪實驗室 2024 成果轉化資助資金項目，大語言模型引導的分布式低劑量 CT 重建方法研究，2024-2025（共同負責人）
川菜人工智能四川省哲學社會科學重點實驗室，基于人工智能多模態模型的川菜烹飪技能數字化評估與教學優化研究，2025-2026（共同負責人）
開源自主課題，多模態生成式人工智能訓練推理平臺，2025-至今（負責人） 【論文】 [1] Zhiwen Wang, Bowen Li, Hui Yu, Zhongzhou Zhang, Maosong Ran, Wenjun Xia, Ziyuan Yang, Jingfeng Lu, Hu Chen, Jiliu Zhou, Hongming Shan, and Yi Zhang. Promoting Fast MR Imaging Pipeline by Full-stack AI[J].Cell iScience, 27(1): 108608, 2024. (Cell子刊)
[2] Zhiwen Wang, Maosong Ran, Ziyuan Yang, Hui Yu, Jie Jin, Tao Wang, Jingfeng Lu,and Yi Zhang. Generalizable MRI motion correction via compressed sensing equivariant imaging prior[J]. IEEE Transactions on Circuits and Systems for Video Technology, 34(12): 12550-12567, 2024. (中科院1區)
[3] Zhiwen Wang, Zexin Lu, Tao Wang, Ziyuan Yang, Hui Yu, Zhongxian Wang, YinyuChen, Jingfeng Lu, and Yi Zhang. Test-Time Adaptation via Orthogonal Meta Learning for Medical Imaging[J]. IEEE Transactions on Radiation and PlasmaMedical Sciences, 9(2): 215-227, 2025. (中科院2區)
[4] Zhongzhou Zhang, Yingyu Chen, Hui Yu, Zhiwen Wang, Shanshan Wang, Fenglei Fan, Hongming Shan, and Yi Zhang. UniAda: Domain Unifying and AdaptingNetwork for Generalizable Medical Image Segmentation[J]. IEEE Transactions onMedical Imaging, 1-1, 2025. (SCI 收錄)
[5] Ziyuan Yang, Yingyu Chen, Zhiwen Wang, Hongming Shan, Yang Chen, Yi Zhang.Patient-Level Anatomy Meets Scanning-Level Physics: Personalized Federated LowDose CT Denoising Empowered by Large Language Model, Conference on Computer Vision and Pattern Recognition (CVPR), 2025. (EI 收錄)
[6] Zhongzhou Zhang, Hui Yu, Zhongxian Wang, Zhiwen Wang, Jingfeng Lu, Yan Liu,and Yi Zhang. Gradient-Guided Network With Fourier Enhancement for Glioma Segmentation in Multimodal 3D MRI[J]. IEEE Journal of Biomedical and Health Informatics, 28(11): 6778-6790, 2024. (SCI 收錄)
[7] Tao Wang, Hui Yu, Zhiwen Wang, Hu Chen, Yan Liu, Jingfeng Lu, and Yi Zhang.SemiMAR: Semi-supervised learning for CT metal artifact reduction[J]. IEEE Journal of Biomedical and Health Informatics, 27(11): 5369-5380, 2023. (SCI 收錄)
[8] Zexin Lu, Qi Gao, Tao Wang, Ziyuan Yang, Zhiwen Wang, Hui Yu, Hu Chen, JiliuZhou, Hongming Shan, and Yi Zhang. PrideDiff: Physics-Regularized GeneralizedDiffusion Model for CT Reconstruction[J]. IEEE Transactions on Radiation andPlasma Medical Sciences, 9(2): 157-168, 2025. (ESCI 收錄)
[9] Bowen Li, Zhiwen Wang, Ziyuan Yang, Wenjun Xia, and Yi Zhang. ProgressiveDual-Domain-Transfer CycleGAN for Unsupervised MRI Reconstruction[J]. Neurocomputing, 563: 126934, 2024. (SCI 收錄)
[10] Hui Yu, Ziyuan Yang, Zhongzhou Zhang, Tao Wang, Maoson Ran, Zhiwen Wang,Lunxin Liu, Yan Liu, and Yi Zhang. Multiple Organ Segmentation Frameworkfor Brain Metastasis Radiotherapy[J]. Computers in Biology and Medicine, 177:108637, 2024. (SCI 收錄)
[11] Yingyu Chen, Ziyuan Yang, Chenyu Shen, Zhiwen Wang, Zhongzhou Zhang, YangQin, Xin Wei, Jingfeng Lu, Yan Liu, and Yi Zhang. Evidence-based uncertaintyaware semi-supervised medical image segmentation[J]. Computers in Biology andMedicine, 170: 108004, 2024. (SCI 收錄)
[12] Zhiwen Wang, Wenjun Xia, Zexin Lu, Yongqiang Huang, Yan Liu, Hu Chen, JiliuZhou, and Yi Zhang. One Network to Solve Them All: A Sequential Multi-task JointLearning Network Framework for MR Imaging Pipeline[C]. International Workshopon Machine Learning for Medical Image Reconstruction (MLMIR), 76-85, 2021.(EI 收錄)
[13] Zhiwen Wang, Bowen Li, Wenjun Xia, Chenyu Shen, Mingzheng Hou, Hu Chen,Yan Liu, Jiliu Zhou, and Yi Zhang. LEADERS: Learnable Deep Radial Subsampling for MRI Reconstruction[C]. IEEE International Symposium on Biomedical Imaging (ISBI), 1-5, 2022. (EI 收錄)
[14] Yingyu Chen, Ziyuan Yang, Chenyu Shen, Zhiwen Wang, Yang Qin, and Yi Zhang.EVIL: Evidential Inference Learning for Trustworthy Semi-Supervised Medical Image Segmentation[C]. IEEE International Symposium on Biomedical Imaging(ISBI), 1-5, 2023. (EI 收錄)
[15] Zhongxian Wang, Zhiwen Wang, Zhongzhou Zhang, Ziyuan Yang, Maosong Ran,Hui Yu, Zhenyang Yu, and Yi Zhang. Dynamic Focus Mechanism-Based DualDomain Reconstruction Network for Accelerated MRI[C]. IEEE International Symposium on Biomedical Imaging (ISBI), 1-5, 2023. (EI 收錄)
[16] 王鐘賢, 王志文, 張中洲, 楊子元, 冉茂松, 余慧, 張意. PFONet：一種用于加速MRI 的漸進式聚焦導向雙域重建網絡 [J]. 四川大學學報 (自然科學版), 61(05):127-142, 2024. (中文核心收錄)
[17] 李博文, 王志文, 冉茂松, 楊子元, 張意. 基于雙域交互 Transformer 的磁共振圖像重建 [J]. 四川大學學報 (自然科學版), 61(03): 119-130, 2024. (中文核心收錄)
[18] Mengyu Sun, Ziyuan Yang, Maosong Ran, Zhiwen Wang, Hui Yu, Yi Zhang, Plaintext-Free Deep Learning for Privacy-Preserving Medical Image Analysis through Frequency Information Embedding, ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (EI 收錄)
[19] Ziyuan Yang, Huijie Huangfu, Maosong Ran, Zhiwen Wang, Hui Yu, Mengyu Sun, Yi Zhang, A Novel Privacy-Enhancing Framework for Low-Dose CT Denoising, IEEE Transactions on Artificial Intelligence, 1 – 14, 2025 (ESCI 收錄) |
