基本信息

胡战利,研究员、博导、国家优青、国家重点研发计划首席科学家、国自然数学天元重点专项负责人、广东省青拔、深圳市杰青

研究领域为医学PET/MR与PET/CT成像、人工智能医学影像、PET仪器研发、图像重建、物理校正、图像处理、影像组学、脑网络、代谢网络


电子邮件: zl.hu@siat.ac.cn
通信地址: 深圳市南山区西丽学苑大道1068号 中科院深圳先进技术研究院


个人简介

    

胡战利,医学成像科学与技术系统全国重点实验室数理学部副主任、中国科学院与香港地区联合实验室副主任、中国科学院深圳先进技术研究院·医学人工智能研究中心副主任,研究员、博士生导师、国自然优秀青年基金获得者(2020)、国家重点研发计划首席科学家(2023)、国自然数学天元重点专项负责人(2023)、国家重点研发计划战略性科技创新合作重点专项负责人(2024,研究领域为医学PET/MRPET/CT成像、人工智能医学影像

多年来一直致力于高端医疗装备核心技术的自主研发,突破了现有PET装备在分辨率、扫描时间和科研仪器等方面的技术瓶颈,实现了在快速高分辨PET成像理论和高端PET科研仪器研发方面的前沿科学突破,打破了国外技术壁垒,并将研发的医学成像技术应用在国产高端医疗设备中,带动了我国高端医疗装备和科研仪器的自主研发。

20084月至今,胡战利研究员一直在中国科学院深圳先进技术研究院工作。其中,2014年获得博士学位(导师 郑海荣院士),2016年和2020年分别晋升为副研究员和研究员。入选斯坦福大学发布的全球前2%顶尖科学家榜单(2024),以第一完成人荣获吴文俊人工智能自然科学奖(2024)、中国图象图形学学会技术发明奖(2023)、中国产学研合作创新奖(2023)、中国体视学学会青年科技奖(2022)。先后主持了国自然优秀青年基金(优秀结题)、数学天元重点专项、面上项目2项;国家重点研发计划重大科学仪器设备研发重点专项(首席科学家)、国家重点研发计划战略性科技创新合作重点专项(内地与澳门联合资助)广东省卓越青年团队项目、区域联合基金重点项目、国际合作项目;深圳市杰青项目、科技重大专项、重点项目、国际合作项目;深圳医科院原创探索项目、企业横向项目多项,项目经费总额累积5000余万元。以通讯/第一作者在IEEE TMI/JBHI/TBME/TCI/TRPMS, EJNMMI, European Radiology, EJR, Medical Physics, PMB等本领域权威期刊发表SCI论文100余篇;以第一发明人授权国家发明专利40余项、美国专利5项。研究成果以发明专利和软件著作权先后转让到企业,相关技术转化到了高端医疗器械龙头企业,落地到了国产PET产品中。

 个人主页:https://people.ucas.edu.cn/~huzhanli

        谷歌学术:https://scholar.google.com/citations?hl=zh-CN&user=Zlypmh8AAAAJ&view_op=list_works&sortby=pubdate

获奖荣誉

2024年,吴文俊人工智能自然科学奖二等奖,第一完成人

2024年,入选斯坦福大学发布的“全球前2%顶尖科学家”榜单

2024年,第49届日内瓦国际发明展金奖,第一完成人

2023年,中国产学研合作创新奖(个人)

2023年,中国图象图形学学会技术发明奖二等奖,第一完成人

2022年,中国体视学学会青年科学技术奖

2022年,第二届率先杯未来技术创新大赛决赛优胜奖,第一完成人

2020年,国家自然科学基金优秀青年基金

2020年,深圳市杰出青年基金

2018年,广东省特支计划科技创新青年拔尖人才

2018年,深圳市孔雀计划海外高层次人才

2018年,深圳市高层次专业人才

招生信息

人工智能医学影像、医学成像技术(PET/MR、PET/CT)、PET仪器研发、图像重建、物理校正、图像处理、影像组学、脑网络、代谢网络

招生专业
081104-模式识别与智能系统
085400-电子信息
083100-生物医学工程
招生方向
医学图像重建
临床图像人工智能分析
深度学习

教育与工作经历

2020/12-至今,中国科学院深圳先进技术研究院,研究员

2016/12-2020/12,中国科学院深圳先进技术研究院,副研究员

2015/11-2016/11,美国加州大学(戴维斯),访问学者(合作导师:Jinyi Qi

2011/10-2016/12,中国科学院深圳先进技术研究院,助理研究员

2010/09-2014/01中国科学院深圳先进技术研究院,计算机应用技术,博士(导师:郑海荣 院士

2010/10-2011/10,中国科学院深圳先进技术研究院,工程师

2008/04-2010/10,中国科学院深圳先进技术研究院,研究助理

2005/09-2008/03,哈尔滨工程大学,生物医学工程,硕士(导师:李金

主持的部分代表性科研项目

1. 国家重点研发计划(重大科学仪器设备研发重点专项),正电子发射计算机断层成像与磁共振双模态成像分析仪,2024/01-2026/12,1800万,主持(首席科学家)

2. 国家重点研发计划(战略性科技创新合作重点专项),用于阿尔茨海默病的多模态PET/MR成像技术研发,2025/01-2027/12,200万,主持

3. 国家自然科学基金(优秀青年基金),低剂量医学成像方法,2021/01-2023/12,120万,主持,优秀结题

4. 国家自然科学基金(数学天元重点专项),基于核医学影像分析/判读的智能诊疗一体化基础模型与系统,2024/01-2025/12,100万,主持

5. 广东省自然科学基金(卓越青年团队项目),2024/01-2027/12,300万,主持

6. 广东省区域联合基金(重点项目),2023/11-2026/10,100万,主持

7. 深圳市专项资金,移动式高分辨静态CT系统研发,2023/12-2025/12,200万,主持

8. 深圳科技重大专项,高分辨率PET成像模块系统关键技术研发,2025/01-2027/12,500万,主持

近3年部分代表性论文(通讯作者/第一作者)

1.     Xingyu Xie#, Wenjie Zhao#, Mu Nan, Zheng Zhang, Yaping Wu, Hairong Zheng, Dong Liang, Meiyun Wang, Zhanli Hu*, “Prompt-agent-driven integration of foundation model priors for low-count PET reconstruction”, IEEE Transactions on Medical Imaging, Accepted, 2025.

2.     Hongyan Tang#, Zhenxing Huang#, Wenbo Li#, Yaping Wu, Jianmin Yuan, Yang Yang, Yan Zhang, Jin Qin, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*, “Automatic brain segmentation for PET/MR dual-modal images through a cross-fusion mechanism”, IEEE Journal of Biomedical and Health Informatics, Accepted, 2025.

3.     Qianyi Yang#, Demin Xu#, Zhenxing Huang, Wenbo Li, Guanxun Cheng, Tianye Niu, Hairong Zheng, Dong Liang, Fei Feng*, Zhanli Hu*, “Segmentation-based X-ray multi-objective quality assessment network”, IEEE Transactions on Radiation and Plasma Medical Sciences, Accepted, 2025.

4.     Wenbo Li#, Zhenxing Huang#, Qiyang Zhang#, Na Zhang, Wenjie Zhao, Yaping Wu, Jianmin Yuan, Yang Yang, Yan Zhang, Yongfeng Yang, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*, “Accurate whole-brain segmentation for bimodal PET/MR images via a cross-attention mechanism”, IEEE Transactions on Radiation and Plasma Medical Sciences, 9(1): 47-56, 2025.

5.     Hongmei Tang#, Yang Wu#, Zhaoting Cheng#, Shuang Song, Qingjian Dong, Yu Zhou, Zhiping Shu, Zhanli Hu*, Xiaohua Zhu*, “Assessment of image-derived input functions from small vessels for patlak parametric imaging using total-body PET/CT”, European Journal of Nuclear Medicine and Molecular Imaging, Accepted, 2025.

6.     Jingxuan Ruan#, Yaping Wu#, Haiyan Wang, Zhenxing Huang, Ziwei Liu, Xinlang Yang, Yongfeng Yang, Hairong Zheng, Dong Liang, Meiyun Wang* Zhanli Hu*, “Graph theory analysis of a human body metabolic network: a systematic and organ-specific study”, Medical Physics, Accepted, 2025.

7.     Qiyang Zhang, Zhenxing Huang, Yuxi Jin, Wenbo Li, Hairong Zheng, Dong Liang, Zhanli Hu*, “Total body PET/CT: A role of artificial intelligence?”, Seminars in Nuclear Medicine, 55(1): 124-136, 2025.

8.     Wenbo Li#, Zhenxing Huang#, Hongyan Tang#, Yaping Wu, Yunlong Gao, Jing Qin, Jianmin Yuan, Yang Yang, Yan Zhang, Na Zhang, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*, “A generative whole-brain segmentation model for positron emission tomography images”, EJNMMI Physics, Accepted, 2025.

9.     Minghan Fu#, Na Zhang#, Zhenxing Huang, Chao Zhou, Xu Zhang, Jianmin Yuan, Qiang He, Yongfeng Yang, Hairong Zheng, Dong Liang, Fang-Xiang Wu, Wei Fan, Zhanli Hu*, “OIF-Net: an optical flow registration-based PET/MR cross-modal interactive fusion network for low-count brain PET image denoising”, IEEE Transactions on Medical Imaging, 43(4): 1554-1567, 2024.

10.  Qiyang Zhang, Yingying Hu, Yumo Zhao, Jing Cheng, Wei Fan, Debin Hu, Fuxiao Shi, Shuangliang Cao, Yun Zhou, Yongfeng Yang, Xin Liu, Hairong Zheng, Dong Liang*, Zhanli Hu*, “Deep generalized learning model for PET image reconstruction”, IEEE Transactions on Medical Imaging, 43(1): 122-134, 2024.

11.  Wenbo Li#, Zhenxing Huang#, Zixiang Chen, Yongluo Jiang, Chao Zhou, Xu Zhang, Wei Fan, Yumo Zhao, Lulu Zhang, Liwen Wan, Yongfeng Yang, Hairong Zheng, Dong Liang, Zhanli Hu*, “Learning CT‑free attenuation‑corrected total‑body PET images through deep learning”, European Radiology, 34(9): 5578-5587, 2024.

12.  Zhenxing Huang#, Wenbo Li#, Yaping Wu#, Lin Yang, Yun Dong, Yongfeng Yang, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*, “Accurate whole-brain image enhancement for low-dose integrated PET/MR imaging through spatial brain transformation”, IEEE Journal of Biomedical and Health Informatics, 28(9): 5280-5289, 2024 (封面).

13.  Wenjie Zhao#, Zhenxing Huang#, Si Tang#, Wenbo Li, Yunlong Gao, Yingying Hu, Wei Fan, Chuanli Cheng, Yongfeng Yang, Hairong Zheng, Dong Liang, Zhanli Hu*, “MMCA-NET: A multimodal cross attention transformer network for nasopharyngeal carcinoma tumor segmentation based on a total-body PET/CT system”, IEEE Journal of Biomedical and Health Informatics, 28(9): 5447-5458, 2024.

14.  Zixiang Chen, Yuxi Jin, Zhenxing Huang, Na Zhang, Kaiyi Liang, Guotao Quan, Dong Liang, Hairong Zheng, Zhanli Hu*, “Building a kinetic induced voxel-clustering filter (KVCF) for low-dose perfusion CT Imaging”, IEEE Transactions on Radiation and Plasma Medical Sciences, 8(7): 762-773, 2024.

15.  Jiamin Liu#, Ning Ren#, Tianyi Zeng, Zhonghua Kuang, Qiyang Zhang, Xiaohui Wang, Zheng Liu, Hairong Zheng, Dong Liang, Yongfeng Yang*, Zhanli Hu*, “The software system of a dedicated brain PET scanner using dual-ended readout detectors with high DOI resolution”, IEEE Transactions on Radiation and Plasma Medical Sciences, 8(6): 655-663, 2024.

16.  Zhihua Li#, Yuxi Jin#, Qingneng Li#, Zhenxing Huang, Zixiang Chen, Chao Zhou, Na Zhang, Xu Zhang, Wei Fan, Jianmin Yuan, Qiang He, Weiguang Zhang, Dong Liang*, Zhanli Hu*, “Medical multimodal image transformation with modality code awareness”, IEEE Transactions on Radiation and Plasma Medical Sciences, 8(5): 511-520, 2024.

17.  Haiyan Wang, Han Jiang, Gefei Chen, Yu Du, Zhonglin Lu, Zhanli Hu*, Greta S. P. Mok*, “Deep-learning-based cross-modality striatum segmentation for dopamine transporter SPECT in Parkinson’s disease”, IEEE Transactions on Radiation and Plasma Medical Sciences, 8(7): 752-761, 2024.

18.  Lin Yang#, Dan Shao#, Zhenxing Huang, Mengxiao Geng, Na Zhang, Long Chen, Xi Wang, Dong Liang, Zhi-Feng Pang*, Zhanli Hu*, “Few-shot segmentation framework for lung nodules via an optimized active contour model”, Medical Physics, 51(4): 2788-2805, 2024.

19.  Huizhong Zheng#, Xinfeng Liu#, Zhenxing Huang, Yan Ren, Bin Fu, Tianliang Shi, Lu Liu, Qiping Guo, Chong Tian, Dong Liang, Rongpin Wang*, Jie Chen*, Zhanli Hu*, “Deep learning for intracranial aneurysm segmentation using CT angiography”, Physics in Medicine and Biology, 69(15): 155024, 2024.

20.  Lin Yang#, Yuanyuan Lei#, Zhenxing Huang, Mengxiao Geng, Zhou Liu, Baijie Wang, Dehong Luo, Wenting Huang, Dong Liang, Zhifeng Pang*, Zhanli Hu*, “An interactive nuclei segmentation framework with voronoi diagrams and a weighted convex difference model for cervical cancer pathology images”, Physics in Medicine and Biology, 69(2): 025021, 2024.

21.  Qiyang Zhang, Chao Zhou, Xu Zhang, Wei Fan, Hairong Zheng, Dong Liang, Zhanli Hu*, “Realization of high-end PET devices that assist conventional PET devices in improving image quality via diffusion modeling”, EJNMMI Physics, 11: 103, 2024.

22.  Qianyi Yang#, Wenbo Li#, Zhenxing Huang, Zixiang Chen, Wenjie Zhao, Yunlong Gao, Xinlan Yang, Yongfeng Yang, Hairong Zheng, Dong Liang, Jianjun Liu, Ruohua Chen*, Zhanli Hu*, “Bidirectional dynamic frame prediction network for total-body [68Ga]Ga-PSMA-11 and [68Ga]Ga-FAPI-04 PET images”, EJNMMI Physics, 11: 92, 2024.

23.  Qiyang Zhang#, Yingying Hu#, Chao Zhou#, Yumo Zhao, Na Zhang, Yun Zhou, Yongfeng Yang, Hairong Zheng, Wei Fan, Dong Liang, Zhanli Hu*, “Reducing pediatric total-body PET/CT imaging scan time with multimodal artificial intelligence technology”, EJNMMI Physics, 11: 1, 2024.

24.  Zhenxing Huang#, Wenbo Li#, Yaping Wu#, Nannan Guo, Lin Yang, Na Zhang, Zhifeng Pang, Yongfeng Yang, Yun Zhou, Yue Shang, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*, “Short-axis PET image quality improvement based on a uEXPLORER total-body PET system through deep learning”, European Journal of Nuclear Medicine and Molecular Imaging, 51(1): 27-39, 2023.

25.  Ganglin Liang#, Jinpeng Zhou#, Zixiang Chen, Liwen Wan, Xieraili Wumener, Yarong Zhang, Dong Liang, Ying Liang*, Zhanli Hu*, “Combining deep learning with a kinetic model to predict dynamic PET images and generate parametric images”, EJNMMI Physics, 10: 67, 2023.

26.  Lin Liu#, Xingyu Chen#, Liwen Wan, Na Zhang, Ruibao Hu, Wenbo Li, Shengping Liu, Yan Zhu, Hua Pang, Dong Liang, Yue Chen*, Zhanli Hu*, “Feasibility of a deep learning algorithm to achieve the low-dose 68Ga-FAPI/the fast-scan PET images: a multicenter study”, British Journal of Radiology, 96(1149): 20230038, 2023.

27.  Haiyan Wang#, Yaping Wu#, Zhenxing Huang, Zhicheng Li, Na Zhang, Fangfang Fu, Nan Meng, Haining Wang, Yun Zhou, Yongfeng Yang, Xin Liu, Dong Liang, Hairong Zheng, Greta S. P. Mok, Meiyun Wang*, Zhanli Hu*, “Deep learning-based dynamic PET parametric Ki image generation from lung static PET”, European Radiology, 33(4): 2676-2685, 2023.

28.  Minghan Fu#, Meiyun Wang#, Yaping Wu#, Na Zhang, Yongfeng Yang, Haining Wang, Yun Zhou, Yue Shang, Fang-Xiang Wu, Hairong Zheng, Dong Liang, Zhanli Hu*, “A two-branch neural network for short-axis PET image quality enhancement”, IEEE Journal of Biomedical and Health Informatics, 27(6): 2864-2875, 2023 (封面).

29.  Minghan Fu#, Yanhua Duan#, Zhaoping Cheng#, Wenjian Qin, Ying Wang, Dong Liang, Zhanli Hu*, “Total-body low-dose CT image denoising using a prior knowledge transfer technique with a contrastive regularization mechanism”, Medical Physics, 50(5): 2971-2984, 2023.

30.  Zixiang Chen#, Zhaoping Cheng#, Yanhua Duan#, Qiyang Zhang, Na Zhang, Fengyun Gu, Ying Wang, Yun Zhou, Haining Wang, Dong Liang, Hairong Zheng, Zhanli Hu*, “Accurate total-body Ki parametric imaging with shortened dynamic 18F-FDG PET scan durations via effective data processing”, Medical Physics, 50(4): 2121-2134, 2023.

31.  Zhi-Feng Pang, Meng-Xiao Geng, Lan Zhang, Yanru Zhou, Tieyong Zeng, Liyun Zheng, Na Zhang, Dong Liang, Hairong Zheng, Yongming Dai, Zhenxing Huang*, Zhanli Hu*, “Adaptive weighted curvature-based active contour for ultrasonic and 3T/5T MR image segmentation”, Signal Processing, 205: 108881, 2023.

32.  Zixiang Chen#, Yaping Wu#, Na Zhang, Tao Sun, Yu Shen, Hairong Zheng, Dong Liang, Meiyun Wang, Zhanli Hu*, “High temporal resolution total-body dynamic PET imaging based on pixel-level time-activity curve correction”, IEEE Transactions on Biomedical Engineering, 69(12): 3689-3702, 2022.

33.  Zhenxing Huang, Zixiang Chen, Guotao Quan, Yanfeng Du, Yongfeng Yang, Xin Liu, Hairong Zheng, Dong Liang, Zhanli Hu*, “Deep cascade residual networks (DCRNs): optimizing an encoder-decoder convolutional neural network for low-dose CT imaging”, IEEE Transactions on Radiation and Plasma Medical Sciences, 6(8): 829-840, 2022.

34.  Zhenxing Huang#, Yaping Wu#, Fangfang Fu, Nan Meng, Fengyun Gu, Qi Wu, Yun Zhou, Yongfeng Yang, Xin Liu, Hairong Zheng, Dong Liang, Meiyun Wang*, Zhanli Hu*, “Parametric image generation with the uEXPLORER total-body PET/CT system through deep learning”, European Journal of Nuclear Medicine and Molecular Imaging, 49(8): 2482-2492, 2022.

35.  Qingneng Li#, Xiaohua Zhu#, Sijuan Zou#, Na Zhang, Xin Liu, Yongfeng Yang, Hairong Zheng, Dong Liang, Zhanli Hu*, “Eliminating CT radiation for clinical PET examination using deep learning”, European Journal of Radiology, 154: 110422, 2022.

36.  Lipei Zhang#, Zizheng Xiao#, Chao Zhou, Jianmin Yuan, Qiang He, Yongfeng Yang, Xin Liu, Dong Liang, Hairong Zheng, Wei Fan, Xu Zhang*, Zhanli Hu*, “Spatial adaptive and transformer fusion network (STFNet) for low-count PET blind denoising with MRI”, Medical Physics, 49(1): 343-356, 2022.


授权专利

1.   胡战利、梁栋、黄振兴、杨永峰、刘新、郑海荣. 基于解剖结构差异先验的低剂量图像重建方法和系统. 发明专利,已获授权,专利号ZL 201911312709.4,授权日2023-04-25
2.   胡战利、梁栋、李永昌、郑海荣、杨永峰、刘新. 基于非衰减校正PET图像生成合成PET-CT图像的方法和系统. 发明专利,已获授权,专利号ZL 202010084751.1,授权日2023-04-25
3.   胡战利、梁栋、黄振兴、杨永峰、刘新、郑海荣. 基于多剂量等级的低剂量图像增强方法、系统及存储介质. 发明专利,已获授权,专利号ZL 202010132540.0,授权日2023-04-07
4.   胡战利、梁栋、李快、杨永峰、刘新、郑海荣. CT图像重建方法、装置、存储介质和计算机设备. 发明专利,已获授权,专利号ZL 201910369958.0,授权日2023-01-24
5.   胡战利、杨永峰、梁栋、刘新、郑海荣. 低剂量PET图像重建方法、装置、设备及存储介质. 发明专利,已获授权,专利号ZL 201810846916.7,授权日2022-12-23
6.   胡战利、梁栋、谷佩键、杨永峰、刘新、郑海荣. 字典训练及图像超分辨重建方法、系统、设备及存储介质. 发明专利,已获授权,专利号ZL 201811519177.7,授权日2022-09-27
7.   胡战利、杨永峰、张万红、梁栋、刘新、郑海荣. PET图像的重建方法、计算机存储介质、计算机设备. 发明专利,已获授权,专利号201811536162.1,授权日2022-09-20
8.   郑海荣、刘新、胡战利、张娜、梁栋、杨永峰. 用于斑块分割的模型训练方法、装置、设备及存储介质. 发明专利,已获授权,专利号ZL 201811100334.0,授权日2021-08-31
9.   胡战利、梁栋、李思玥、杨永峰、刘新、郑海荣. 电子计算机断层扫描前端设备、系统、方法及存储介质. 发明专利,已获授权,专利号ZL 201811268175.5,授权日2021-02-26
10. 郑海荣、刘新、胡战利、张娜、梁栋、杨永峰. 磁共振血管壁成像的斑块处理方法、装置和计算设备. 发明专利,已获授权,专利号ZL 201810818827.1,授权日2021-01-22