博士,研究员。
中国医师协会介入医师分会数字智能化介入诊疗专委会委员、江苏省研究型医院学会医学影像与人工智能专业委员会常务委员、江苏省生物医学工程学会医学影像专业委员会委员。
主要从事基于医学图像计算的智能诊断和治疗决策技术、面向先进治疗的手术计划导航技术和影像引导的一体化诊疗系统研发。
承担国家自然科学基金、国家重点研发项目子课题、江苏省重点研发计划项目等各类科研项目20余项。
发表论文40余篇,申请发明专利41项,已授权16项
1. 中科院青年创新促进会会员(2020)
2. 江苏省“333高层次人才培养工程”第三层次(2022)
3. 北京市科学技术进步奖一等奖(2020)
4. 江苏省科学技术奖三等奖(2021)
5. 江苏省优秀版权奖三等奖(2019)
6. 苏州优秀版权奖一等奖(2017)
7. 苏州市医学新技术奖二等奖(2020)
1. 基于医学图像计算的智能诊断和治疗决策:结合多模态影像、基因数据、生化和临床等临床大数据,通过影像处理、数据挖掘等技术,开展疾病智能辅助诊断和个性化治疗辅助决策技术研究
2. 面向先进治疗的手术计划导航技术:融合多模态多时相影像,分析组织器官的结构、功能、生物化学和生物物理学信息,结合医疗机器人,开展先进治疗技术下的手术计划导航技术研究
3. 影像引导的一体化诊疗系统研发及产业化:融合术前、术中和术后等诊疗各环节的多模异构信息,研制基于医学影像的智能辅助诊疗系统
1. Zhiyong Zhou, Xusheng Qian, Jisu Hu, Xinwei Ma, Shoujun Zhou, Yakng Dai, Jianbing Zhu. CT-based Peritumoral Radiomics Signatures for Malignancy Grading of Clear Cell Renal Cell Carcinoma, Abdominal Radiology, 2021, 46: 2690–2698.
2. Zhiyong Zhou, Jian Zhen, Yakang Dai*, Zhe Zhou, Shi Chen. Robust Non-rigid Point Set Registration Using Student’s-t Mixture Model. PLoS ONE, 2014, 9 (3).
3. Qing Zhou, Zhiyong Zhou, Chunmiao Chen; Guangqiang Chen, Haiyan Heng, Jiansong Ji, Yakang Dai. Grading of Hepatocellular Carcinoma Using 3D SE-DenseNet in Dynamic Enhanced MR Images. Computers in Biology and Medicine, 2019, 107: 47-57.
4. Zhiyong Zhou, Jianfei Tu, Chen Geng, Jisu Hu, Baotong Tong, Jiansong Ji*, Yakang Dai*. Accurate and Robust Non-rigid Point Set Registration using Student’s-t Mixture Model with Prior Probability Modeling, Scientific Reports, 2018, 7.
5. Xusheng Qian, Zhiyong Zhou, Jisu Hu, Jianbing Zhu, He Huang*, Yakang Dai*. A comparative study of kernel-based vector machines with probabilistic outputs for medical diagnosis. Biocybernetics and Biomedical Engineering, 2021, 41: 1486-1504.
6. Zhiyong Zhou, Baotong Tong, Chen Geng, Jisu Hu, Jian Zheng, Yakang Dai. Direct point-based registration for precise non-rigid surface matching using Student’s-t mixture model. Biomedical Signal Processing and Control, 2017, 33:10-18.
7. Zhiyong Zhou, Xusheng Qian, Jisu Hu, Jianbing Zhu, Chen Geng, Yakang Dai. A new machine learning based user-friendly software platform for automatic radiomics modeling and analysis. 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society
8. 周志勇, 李莉华, 郑健,蒯多杰, 胡粟,张涛. 含局部空间约束的t分布混合模型的点集配准. 自动化学报, 2014, 40(4): 683-696.(EI)
9. 周志勇, 薛维琴, 张涛, 蒯多杰. 医学影像非刚性配准的并行加速及优化. 计算机辅助设计与图形学学报, 2012, 24(4): 485-493. (EI)
10. 薛维琴, 周志勇, 张涛, 李莉华, 郑健. 灰度不均的弱边缘血管影像的水平集分割方法. 软件学报, 2012, 23(9): 2489-2499. (EI)
11. Qing Zhang, Pingping Wanga, Yan Liu, Bo Peng, Yufu Zhou, Zhiyong Zhou, Baotong Tong, Bensheng Qiu, Yishan Zheng, Yakang Dai. A Real-time Wireless Wearable EEG System Based on SVM for Encephalopathy Daily Monitoring, International Journal of Distributed Sensor Networks. 2018, 14(5):1-9.
12. Jisu Hu, Ming Li, Yakang Dai, Chen Geng, Baotong Tong, Zhiyong Zhou, Xue Liang, Wen Yang, Bing Zhang. Combining SENSE and reduced field?of?view for high?resolution diffusion weighted magnetic resonance imaging. BioMedical Engineering OnLine, 2018, 17(1).
13. Shungen Huang, Yuan Chen, Wanliang Guo, Zhiyong Zhou, Xushen Qian*,Yakang Dai*. Machine learning-based quantitative analysis of barium enema and clinical features for early diagnosis of short-segment Hirschsprung disease in neonate. Journal of Pediatric Surgery.
14. Bo Peng, Suhong Wang, Zhiyong Zhou, Yan Liu, Baotong Tong, Tao Zhang, Yakang Dai. A multilevel-ROI-features-based machine learning method for detection of morphometric biomarkers in Parkinson’s disease. Neuroscience Letters, 2017, 651(9): 88-94
15. B. Peng, J. R. Lu, A. Saxena, Z. Y. Zhou, T. Zhang, S. H. Wang, Y. K. Dai. Examining Brain Morphometry Associated with Self-esteem in Young Adults using Multilevel-ROI-features-based Classification Method. Frontiers in Computational Neuroscience, 2017,11
16. Jieru Lua, Bo Peng, Aditya Saxena, Zhiyong Zhou, Zhe Zhou, Tao Zhang, Baotong Tong, Suhong Wang, Yakang Dai, Examining population differences in cerebral morphometry between Chinese and Indian undergraduate students, Neuroscience Letters, 2016, 636:290-297.
17. Tong Chen, Zhiyuan Zhang, Shuangxiu Tan, Yueyue Zhang, Chaogang Wei, Shan Wang, Wenlu Zhao, Xusheng Qian, Zhiyong Zhou, Junkang Shen, Yakang Dai, Jisu Hu. MRI Based Radiomics Compared with the PI-RADS V2.1 in the Prediction of Clinically Significant Prostate Cancer: Biparametric vs Multiparametric MRI. Frontiers in Oncology, 2022, 11
18. Zhiyong Zhou, Xusheng Qian, Jisu Hu, Yakang Dai*. A new machine learning based user-friendly software platform for automatic radiomics modeling and analysis. 43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society
19. Zhiyong Zhou,Guangqiang Chen, Guohua Fan, Jiansong Ji, Yakang Dai*. A Framework of Student’s-t Mixture Model for Accurate and Robust Point Set Registration, 2020 2rd International Conference on Intelligent Medicine and Image Processing
20. Yi Yang, Zhiyong Zhou, Xusheng Qian, Jianbing Zhu and Yakang Dai. An effective radiomics model for noninvasive discrimination of fat-poor angiomyolipoma from clear cell renal cell carcinoma, 2019 IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2019), 2019, 1551-1558
周志勇 研究员
研究方向:
电子邮件:zhouzy@sibet.ac.cn
电 话:0512-69588246
通讯地址:苏州高新区科灵路88号