📖 工作与教育

• 2021.02 - 至 今, 武汉光电国家研究中心，华中科技大学，副教授，国家千人李强教授课题组。
• 2019.08 - 2020.08, 工学院，香港科技大学，博士后研究员，副校长兼工学院院长郑光廷教授课题组。
• 2015.09 - 2019.06, 电子信息与通信学院，华中科技大学，博士研究生，国家优青杨欣教授课题组。
• 2014.09 - 2015.06, 电子信息与通信学院，华中科技大学，硕士研究生，国家杰青白翔教授课题组。
• 2010.09 - 2014.06, 物理学院，中南大学，本科生，院长刘雄飞教授。

我的研究方向为重大疾病人工智能辅助筛查与手术治疗（近几年主要聚焦于微创外科、消化内镜等）。我曾获评武汉市优秀青年人才, 校教师先进典型培育对象和优秀共产党员等荣誉称号。

近五年，我主持了国家自然科学基金青年项目1项、面上项目1项，担任科技部青年科学家项目课题负责人（总排名第二），并主持了武汉市科技重大专项“卡脖子”技术攻关课题。我的研究成果《基于深度学习的冠状动脉、肺动脉CTA辅助诊断系统的研究及临床应用》获得省科技进步二等奖；《面向脑胶质瘤手术的新型人工智能神经外科精准手术系统》入选湖北省人工智能重大创新成果（场景），并被央视、《长江日报》等媒体报道。

我以第一作者或通讯作者发表40余篇高水平论文，其中包括8篇影响因子大于10的顶级期刊论文（Medical Image Analysis, IEEE Transactions on Medical Imaging），以及30篇发表于IEEE JBHI、NeurIPS、ICCV、MICCAI、AAAI、IJCAI、ACM MM、BIBM等国际顶级期刊与会议。此外，我已获授权或公开发明专利10余项。

🔥 重要事件

• 2025.10:  🎉🎉 两篇本人通讯BIBM会议（CCF-B）接收，祝贺汪睿、李欣！
• 2025.09:  🎉🎉 一篇本人通讯NeurIPS会议（CCF-A）接收，祝贺杨凯翔！
• 2025.07:  🎉🎉 一篇本人通讯JBHI期刊（中科院数学与计算生物学1区Top5%）接收，祝贺单文奇！
• 2025.07:  🎉🎉 一篇本人通讯ACM MM会议（CCF-A）接收，祝贺李欣、杨凯翔！
• 2025.06:  🎉🎉 一篇本人通讯ICCV会议（CCF-A）接收，祝贺杨凯翔、李欣！
• 2025.06:  🎉🎉 一篇本人通讯JBHI期刊（中科院数学与计算生物学1区Top5%）接收，祝贺段然！特别感谢王平安教授、裴佳伦博士的大力支持！
• 2025.05:  🎉🎉 两篇本人通讯MICCAI会议（CCF-B）提前接收（接收率<9%），祝贺周权、罗敢、王琦玫、胡强！
• 2025.04:  🎉🎉 一篇本人通讯JBHI期刊（中科院数学与计算生物学1区）接收，祝贺周权！
• 2025.02:  🎉🎉 一篇本人一作MedIA期刊（中科院医学1区Top5%，影响因子>10）接收！
• 2024.12:  🎉🎉 三篇本人通讯ICASSP会议（CCF-B）接收，祝贺单文奇、胡强、杨凯翔！
• 2024.12:  🎉🎉 一篇本人通讯AAAI会议（CCF-A）接收，祝贺胡强！
• 2024.10:  🎉🎉 一篇本人通讯JBHI期刊（中科院数学与计算生物学1区）接收，祝贺彭放、石洪宽、何诗泉！
• 2024.10:  🎉🎉 一篇本人通讯BIBM会议（CCF-B）接收，祝贺周瀛！
• 2024.08:  🎉🎉 一篇本人通讯BIBM会议（CCF-B）接收，祝贺杨凯翔！
• 2024.06:  🎉🎉 两篇本人通讯MICCAI会议（CCF-B）接收，其中一篇为口头汇报（接收率<3%），祝贺胡强、吴崇炜！
• 2024.02:  🎉🎉 一篇本人通讯TMI期刊（中科院医学1区Top5%，影响因子>10）接收，祝贺周权！
• 2023.10:  🎉🎉 两篇本人通讯BIBM会议（CCF-B）接收，祝贺晁联盈、单文奇！
• 2023.05:  🎉🎉 一篇本人共一TMI期刊（中科院医学1区Top5%，影响因子>10）接收，祝贺石洪宽！
• 2023.04:  🎉🎉 一篇本人一作IJCAI会议（CCF-A）接收！
• 2022.12:  🎉🎉 一篇本人通讯JBHI期刊（中科院数学与计算生物学1区）接收，祝贺梁愿怀、吕进鑫！
• 2022.11:  🎉🎉 一篇本人通讯AAAI会议（CCF-A）接收，祝贺吕进鑫、曾晓宇！特别感谢毕业生王胜的帮助！
• 2022.04:  🎉🎉 一篇本人共一TMI期刊（中科院医学1区Top5%，影响因子>10）接收，祝贺吕进鑫！
• 2021.07:  🎉🎉 一篇本人共一ACM MM会议（CCF-A）接收，祝贺石洪宽！
• 2021.06:  🎉🎉 一篇本人共一MICCAI会议（CCF-B）接收，祝贺冼俊林！
• 2020.03:  🎉🎉 一篇本人一作TMI期刊（中科院医学1区Top5%，影响因子>10）接收！

📝 一作与通讯的论文

(Note: *: 通讯作者, †: 共同一作)

📆 2025年：

• Medical Image Analysis （中科院医学1区Top5%，影响因子>10） MonoPCC: Photometric-invariant Cycle Constraint for Monocular Depth Estimation of Endoscopic Images, Zhiwei Wang†, Ying Zhou†, Shiquan He, Ting Li, Fan Huang, Qiang Ding, Xinxia Feng, Mei Liu, Qiang Li*. PDF, Code.

• NeurIPS（CCF-A） FSI-Edit: Frequency and Stochasticity Injection for Flexible Diffusion-Based Image Editing, Kaixiang Yang†, Xin Li†, Yuxi Li, Qiang Li, Zhiwei Wang*. Code, PDF.

• ICCV（CCF-A） CoStoDet-DDPM: Collaborative Training of Stochastic and Deterministic Models Improves Surgical Workflow Anticipation and Recognition, Kaixiang Yang†, Xin Li†, Qiang Li*, Zhiwei Wang*. Code

• AAAI（CCF-A） MonoBox: Tightness-free Box-supervised Polyp Segmentation using Monotonicity Constraint, Qiang Hu, Zhenyu Yi, Ying Zhou, Fan Huang, Mei Liu, Qiang Li, Zhiwei Wang*. PDF, Code

• ACM MM（CCF-A） Joint Holistic and Lesion Controllable Mammogram Synthesis via Gated Conditional Diffusion Model, Xin Li†, Kaixiang Yang†, Qiang Li, Zhiwei Wang*. Code

• IEEE Journal of Biomedical and Health Informatics（中科院数学与计算生物学1区Top5%） Single-slice Semi-supervised 3D Medical Image Segmentation via Correlation Information Enhancement and Hybrid Pseudo Mask Generation, Quan Zhou, Mingwei Wen, Mingyue Ding, Yixin Su, Zhiwei Wang*. Code

• IEEE Journal of Biomedical and Health Informatics（中科院数学与计算生物学1区Top5%） Boosting Few-shot Semantic Segmentation of 3D Medical Images via Collaborative Slice Alignment, Ran Duan†, Jialun Pei†, Zhiwei Wang*, Ruiheng Zhang, Qiang Li, Pheng-Ann Heng. Code

• IEEE Journal of Biomedical and Health Informatics（中科院数学与计算生物学1区Top5%） Improving 3D Thin Vessel Segmentation in Brain TOF-MRA via a Dual-space Context-Aware Network, Wenqi Shan, Xudong Li, Qiang Li*, Zhiwei Wang*. Code

• MICCAI（CCF-B，提前接收，接收率<9%） Targeted False Positive Synthesis via Detector-guided Adversarial Diffusion Attacker for Robust Polyp Detection, Quan Zhou†, Gan Luo†, Qiang Hu*, Qingyong Zhang, Yinjiao Tian, Qiang Li, Zhiwei Wang*. PDF, Code

• MICCAI（CCF-B，提前接收，接收率<9%） Holistic White-light Polyp Classification via Alignment-free Dense Distillation of Auxiliary Optical Chromoendoscopy, Qiang Hu†, Qimei Wang†, Jia Chen, Xuantao Ji, Mei Liu, Qiang Li*, Zhiwei Wang*. PDF, Code

• BIBM（CCF-B，Regular，接收率<20%） TiS-TSL: Image-Label Supervised Surgical Video Stereo Matching via Time-Switchable Teacher-Student Learning, Rui Wang†, Ying Zhou†, Hao Wang, Wenwei Zhang, Qiang Li*, Zhiwei Wang*. Code

• BIBM（CCF-B） Bidirectional Mammogram View Translation with Column-Aware and Implicit 3D Conditional Diffusion, Xin Li†, Kaixiang Yang†, Qiang Li*, Zhiwei Wang*. Code

• ICASSP（CCF-B） DACAT: Dual-stream Adaptive Clip-aware Time Modeling for Robust Online Surgical Phase Recognition, Kaixiang Yang, Qiang Li, Zhiwei Wang*. Code

• ICASSP（CCF-B） First-frame Supervised Video Polyp Segmentation via Propagative and Semantic Dual-teacher Network, Qiang Hu, Mei Liu, Qiang Li, Zhiwei Wang*. PDF, Code

• ICASSP（CCF-B） SPNet: Sparse-mask Prompt-learning Network for Cerebrovascular Segmentation, Wenqi Shan, Qiang Li*, Zhiwei Wang*. Code

📆 2024年：

• IEEE Transactions on Medical Imaging（中科院医学1区Top5%，影响因子>10） Robust Semi-supervised 3D Medical Image Segmentation with Diverse Joint-task Learning and Decoupled Inter-student Learning, Quan Zhou, Bin Yu, Feng Xiao, Mingyue Ding, Zhiwei Wang*, Xuming Zhang*. Code

• IEEE Journal of Biomedical and Health Informatics（中科院数学与计算生物学1区Top5%） Fine-grained Temporal Site Monitoring in EGD Streams via Visual Time-aware Embedding and Vision-text Asymmetric Coworking, Fang Peng†, Hongkuan Shi†, Shiquan He†, Qiang Li, Ting Li, Fan Huang, Xinxia Feng, Mei Liu, Jiazhi Liao, Qiang Li*, Zhiwei Wang*. Code

• Fundamental Research Accurate scoliosis vertebral landmark localization on x-ray images via shape-constrained multi-stage cascaded cnns, Zhiwei Wang†, Jinxin Lv†, Yunqiao Yang, Yi Lin, Qiang Li*, Xin Yang*. Code

• MICCAI（CCF-B，口头汇报，接收率<3%） SALI: Short-term Alignment and Long-term Interaction Network for Colonoscopy Video Polyp Segmentation, Qiang Hu†, Zhenyu Yi†, Ying Zhou, Fang Peng, Mei Liu, Qiang Li*, Zhiwei Wang*. PDF, Code

• MICCAI（CCF-B） Noise Removed Inconsistency Activation Map for Unsupervised Registration of Brain Tumor MRI between Pre-operative and Follow-up Phases, Chongwei Wu†, Xiaoyu Zeng†, Hao Wang, Xu Zhang, Wei Feng, Qiang Li*, Zhiwei Wang*. Code

• BIBM（CCF-B） Improved Self-supervised Monocular Endoscopic Depth Estimation based on Pose Alignment-friendly Dynamic View Selection, Ying Zhou†, Shiquan He†, Hao Wang, Fan Huang, Mei Liu, Qiang Li*, Zhiwei Wang*. Code

• BIBM（CCF-B） Decoupling Feature Representations of Ego and Other Modalities for Incomplete Multi-modal Brain Tumor Segmentation, Kaixiang Yang†, Wenqi Shan†, Xikai Yang, Xi Wang, Pheng-Ann Heng, Qiang Li*, Zhiwei Wang*. Code

📆 2023年：

• IEEE Transactions on Medical Imaging（中科院医学1区Top5%，影响因子>10） Bidirectional Semi-supervised Dual-branch CNN for Robust 3D Reconstruction of Stereo Endoscopic Images via Adaptive Cross and Parallel Supervisions, Hongkuan Shi†, Zhiwei Wang†, Ying Zhou, Dun Li, Xin Yang, Qiang Li*. Code

• AAAI（CCF-A） Robust One-Shot Segmentation of Brain Tissues via Image-Aligned Style Transformation, Jinxin Lv†, Xiaoyu Zeng†, Sheng Wang, Ran Duan, Zhiwei Wang*, Qiang Li*. Code

• IJCAI（CCF-A） Dual-view Correlation Hybrid Attention Network for Robust Holistic Mammogram Classification, Zhiwei Wang†, Junlin Xian†, Kangyi Liu, Xin Li, Qiang Li, Xin Yang*. Code

• BIBM（CCF-B） Rethinking Low-Dose CT Synthesis: Degrading Normal-Dose CT from Origin for Pairwise Training of CT Denoiser, Lianying Chao, Taotao Zhang, Yanli Wang, Wenqi Shan, Qiang Li*, Zhiwei Wang*. Code

• BIBM（CCF-B） Towards Learning-based Surgical Planning of Glioma Resection via a Contrastively Constrained Siamese Neural Network, Wenqi Shan, Yingjie Guo, Lianying Chao, Haobo Zhang, Xudong Li, Xuan Wang, Qiang Li*, Zhiwei Wang*. Code

📆 2022年：

• IEEE Transactions on Medical Imaging（中科院医学1区Top5%，影响因子>10） Joint progressive and coarse-to-fine registration of brain MRI via deformation field integration and non-rigid feature fusion, Jinxin Lv†, Zhiwei Wang†, Hongkuan Shi, Haobo Zhang, Sheng Wang, Yilang Wang, Qiang Li*. Code

• IEEE Journal of Biomedical and Health Informatics（中科院数学与计算生物学1区Top5%） Accurate Cobb Angle Estimation on Scoliosis X-ray Images via Deeply-coupled Two-stage Network with Differentiable Cropping and Random Perturbation, Yuanhuai Liang†, Jinxin Lv†, Dun Li, Xin Yang, Zhiwei Wang*, Qiang Li*. Code

• MICCAI（CCF-B） Progressive and Coarse-to-Fine Network for Medical Image Registration Across Phases, Modalities and Patients, Sheng Wang†, Jinxin Lv†, Hongkuan Shi, Yilang Wang, Yuanhuai Liang, Zihui Ouyang, Zhiwei Wang*, Qiang Li*. Code

• ACCV（CCF-C） Improving the Quality of Sparse-view Cone-Beam Computed Tomography via Reconstruction-Friendly Interpolation Network, Yanli Wang†, Lianying Chao†, Wenqi Shan, Haobo Zhang, Zhiwei Wang*, Qiang Li*. Code

📆 2021年：

• ACM MM（CCF-A，口头汇报） Semi-supervised Learning via Improved Teacher-Student Network for Robust 3D Reconstruction of Stereo Endoscopic Image, Hongkuan Shi†, Zhiwei Wang†, Jinxin Lv, Yilang Wang, Peng Zhang, Fei Zhu, Qiang Li*. Code, PDF.

• MICCAI（CCF-B） Towards Robust Dual-View Transformation via Densifying Sparse Supervision for Mammography Lesion Matching, Junlin Xian†, Zhiwei Wang†, Kwang-Ting Cheng, Xin Yang*. Code, PDF.

📆 2020年：

• IEEE Transactions on Medical Imaging（中科院医学1区Top5%，影响因子>10） Multi-task siamese network for retinal artery/vein separation via deep convolution along vessel, Zhiwei Wang, Xixi Jiang, Jengen Liu, Kwang-Ting Cheng, Xin Yang*. Code, PDF.

• Medical Image Analysis （中科院医学1区Top5%，影响因子>10） Semi-supervised mp-MRI data synthesis with StitchLayer and auxiliary distance maximization, Zhiwei Wang, Yi Lin, Kwang-Ting Cheng, Xin Yang*. Code

📆 2018年：

• IEEE Transactions on Medical Imaging（中科院医学1区Top5%，影响因子>10） Automated detection of clinically significant prostate cancer in mp-MRI images based on an end-to-end deep neural network, Zhiwei Wang, Chaoyue Liu, Danpeng Cheng, Liang Wang, Xin Yang*, Kwang-Ting Cheng. Code

• BMVC （CCF-C） StitchAD-GAN for Synthesizing Apparent Diffusion Coefficient Images of Clinically Significant Prostate Cancer, Zhiwei Wang, Yi Lin, Chunyuan Liao, Kwang-Ting Cheng, Xin Yang*. Code

• PloS ONE Accurate face alignment and adaptive patch selection for heart rate estimation from videos under realistic scenarios, Zhiwei Wang, Xin Yang*, Kwang-Ting Cheng. Code

📆 2017年：

• Medical Image Analysis （中科院医学1区Top5%，影响因子>10） Co-trained convolutional neural networks for automated detection of prostate cancer in multi-parametric MRI, Xin Yang, Chaoyue Liu, Zhiwei Wang*, Jun Yang, Minh Hung Le, Liang Wang, Kwang-Ting Cheng. Code

• ACM MM（CCF-A） Deepcadx: Automated prostate cancer detection and diagnosis in mp-mri based on multimodal convolutional neural networks, Zhiwei Wang, Chaoyue Liu, Xiang Bai, Xin Yang*, Kwang-Ting Cheng. Code

• MMM （CCF-C） V-head: Face detection and alignment for facial augmented reality applications, Zhiwei Wang, Xin Yang*. Code

• MMM （CCF-C） Joint Face Detection and Initialization for Face Alignment, Zhiwei Wang, Xin Yang*. Code

📝 其他论文

📆 2025年：

• Neural Networks Toward high-quality pseudo masks from noisy or weak annotations for robust medical image segmentation. Zhiwei Wang, Zihang Huang, Zhiwei Wang, Tianyu Zhao, Xiaohuan Ding, Xin Yang.

📆 2024年：

• Computers in Biology and Medicine Joint denoising and interpolating network for low-dose cone-beam CT reconstruction under hybrid dose-reduction strategy. Lianying Chao, Yanli Wang, Taotao Zhang, Wenqi Shan, Haobo Zhang, Zhiwei Wang, Qiang Li.

• Expert Systems with Applications Co-learning-assisted progressive dense fusion network for cardiovascular disease detection using ECG and PCG signals. Haobo Zhang, Peng Zhang, Fan Lin, Lianying Chao, Zhiwei Wang, Fei Ma, Qiang Li.

📆 2023年：

• IEEE Journal of Biomedical and Health Informatics Multi-feature decision fusion network for heart sound abnormality detection and classification. Haobo Zhang, Peng Zhang, Zhiwei Wang, Lianying Chao, Yuting Chen, Qiang Li.

• Expert Systems with Applications PSDP: Pseudo-Supervised Dual-Processing for Low-Dose Cone-Beam Computed Tomography Reconstruction. Lianying Chao, Wenqi Shan, Yanli Wang, Wenting Xu, Haobo Zhang, Zhiwei Wang, Qiang Li.

📆 2022年：

• Knowledge-Based Systems Dual-domain attention-guided convolutional neural network for low-dose cone-beam computed tomography reconstruction. Lianying Chao, Peng Zhang, Yanli Wang, Zhiwei Wang, Wenting Xu, Qiang Li.

• Neurocomputing Sparse-View Cone Beam CT Reconstruction using Dual CNNs in Projection Domain and Image Domain. Lianying Chao, Zhiwei Wang, Haobo Zhang, Wenting Xu, Peng Zhang, Qiang Li.

📆 2020年：

• IEEE Journal of Biomedical and Health Informatics Variation-aware federated learning with multi-source decentralized medical image data. Zengqiang Yan, Jeffry Wicaksana, Zhiwei Wang, Xin Yang, Kwang-Ting Cheng.

• MICCAI Multi-phase and multi-level selective feature fusion for automated pancreas segmentation from CT images. Xixi Jiang, Qingqing Luo, Zhiwei Wang, Tao Mei, Yu Wen, Xin Li, Kwang-Ting Cheng, Xin Yang.

📆 2019年：

• IEEE Journal of Biomedical and Health Informatics Bi-modality medical image synthesis using semi-supervised sequential generative adversarial networks. Xin Yang, Yi Lin, Zhiwei Wang, Xin Li, Kwang-Ting Cheng.

📆 2018年：

• ACM MM Monocular camera based real-time dense mapping using generative adversarial network. Xin Yang, Jinyu Chen, Zhiwei Wang, Qiaozhe Zhang, Wenyu Liu, Chunyuan Liao, Kwang-Ting Cheng.

📆 2017年：

• Physics in Medicine and Biology Automated diagnosis of prostate cancer in multi-parametric MRI based on multimodal convolutional neural networks. Minh Hung Le, Jinyu Chen, Liang Wang, Zhiwei Wang, Wenyu Liu, Kwang-Ting Cheng, Xin Yang.

• MICCAI Joint detection and diagnosis of prostate cancer in multi-parametric MRI based on multimodal convolutional neural networks. Xin Yang, Zhiwei Wang, Chaoyue Liu, Minh Hung Le, Jinyu Chen, Kwang-Ting Cheng, Liang Wang.

🏆️ 荣誉与获奖

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💬 学术兼职与服务

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• 2021.03, Lorem ipsum dolor sit amet, consectetur adipiscing elit. Vivamus ornare aliquet ipsum, ac tempus justo dapibus sit amet. | [video]