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马婷,哈尔滨工业大学(深圳) 电子信息工程学院教授、博士生导师 宣武医院国家老年疾病临床研究中心智能影像工作室主任 鹏城实验室网络智能PI 致力于神经信息可计算模型、人脑信息表征、医疗AI等研究及其技术转化研发,包括:神经影像计算、人脑跨尺度信息表征、脑机接口、医疗跨模态深度学习模型等。将信息原理建模与人脑底层生物学机制研究通过神经信息学的交叉手段有机融合,在重大脑疾病早期影像标志物发现与提取技术方面取得了突破性成果,被Nature Reviews Neurology特别评论为“重要神经退行疾病早期标志物”。在Lancet ID、TMI、MIA、Neural Networks等高水平期刊/会议发表论文150余篇,单篇最高引用1800+。曾获腾讯AI国际大赛脑龄赛道冠军,Wiley中国开放科学高贡献作者奖,获得多项国家和省部级基础研究项目。获深圳市基础研究杰青、地方领军人才等,两次获深圳市“优秀教师”,多次获得哈工大及深圳校区教学成果奖。任IEEE生物医学工程学会深圳分会副主席、深圳市医学数字影像技术和远程医疗重点实验室副主任、中国PD影像联盟发起人、中国AD临床前期联盟理事、广东省健康管理学会脑血管病防治和健康促进委员会副主任委员、生物医学工程学会医学影像技术分会青年委员、中国人体健康科技促进会临床神经科学技术转化委员会委员、广东省医学会人工智能分会常委、深圳市医院协会人工智能分会副主任委员等。 注重技术转化,与国家老年疾病临床研究中心合作,创建一键式神经影像智能分析与辅助决策云,连续支持十三五、十四五国家重点研发专项的研究,已转化一系列神经影像标志物智能检测产品,获批1项医疗器械认证,服务超过400家联盟医院,为数字化/智能化神经专科落地进行了开拓性实践。 兼任鹏城实验室智能部云计算所PI,搭建医疗AI技术生态,主导基于大语言模型的医疗专用AI跨模态通用模型,包括:通用/专用大模型协同演化策略研究、跨尺度医疗数据建模、专科场景AI赋能应用等。与国内头部AI企业共同开发跨模态、跨尺度的医疗深度学习模型训练中台,开展跨模态、多语义数据的深度垂直专科领域大模型,为建设自主可控的医疗AI技术生态进行了开拓性实践。 教育经历 博士(PhD) 香港中文大学·电子工程系·生物医学工程 工程学硕士 哈尔滨工业大学·仪器科学与技术工程学 文学学士 哈尔滨工业大学·英语系(第二学位) 工程学学士 哈尔滨工业大学·仪器科学与技术工程学 工作经历 2021.01-今 教授 哈尔滨工业大学(深圳) 电子与信息工程学院 2018.11-今 研究员(双聘) 鹏城实验室 智能部 2014.09-2016.09 访问教授 约翰霍普金斯大学 医学院神经影像中心 2009.06-2020.12 副教授 哈尔滨工业大学(深圳) 电子与信息工程学院 任教经历 2009-今 硕士课程《生物医学信号》 2017-今 本科课程《生物医学电子》 任导师经历 2009.05-今,硕士导师 2012.04-今,博士生导师

研究领域

神经信息学 Neuroinformatics 医学图像计算 Medical image computing 神经调控建模 Neural modulation modeling 脑机接口 Brain-computer interface 跨尺度人脑图谱构建 Human brain atlas construction 类脑深度学习模型 Brain-like deep learning model 异步异构深度学习模型 Asynchronous & Heterogeneous deep learning model 基于大语言模型的医疗专用模型 LLM-based Medical general model

近期论文

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著作 T. Ma, Y. Zhang, and Y.T. Zhang, “Biometrics” in Encyclopedia of Biomedical Engineering, Wiley Press, 2006 T. Ma, Y.Y. Gu, and Y.T. Zhang, “Circuit Models for Neural Information Processing” in Neural Engineering, Kluwer Academic/Plenum Publishers, 2005. 叶亮,马婷,“多模交互模式识别与应用”,哈尔滨工业大学出版社,2017.6,15.7/32.5万字 (译著) 代表期刊论文(近三年) Jie Guo, Ting Ma*, Dongdong Weng*, Synchronous Mixed Reality (SMR): A Personalized Virtual-Real Fusion Framework with High Immersion and Effective Interaction, Journal of the Society for Information Display, In Press, Aug 2023. Na Gao, Zhiyuan Liu, Yuesheng Deng, Hantao Chen, Chenfei Ye, Qi Yang, Ting Ma*, MR-based spatiotemporal anisptropic atrophy evaluation of hippocampus in AD progression by multiscale skeletal representation, Human Brain Mapping, In press, Aug 2023. Yanwu Yang, Xutao Guo, Chenfei Ye, Yang Xiang*, Ting Ma*, CReg-KD: Model Refinement via Confidence Regularized Knowledge Distillation for Brain Imaging, Medical Image Analysis, In press, July 2023. Yanwu Yang, Chenfei Ye, Xutao Guo, Tao Wu, Xiang Yang*, Ting Ma*, Mapping Multi-modal Brain Connectome for Brain Disorder Diagnosis via Cross-modal Mutual Learning," IEEE Trans. on Medical Imaging, 2023 Jul 13; doi: 10.1109/TMI.2023.3294967. Online ahead of print. Li Liang, Pengzheng Zhou, Chenfei Ye, Qi Yang and Ting Ma*, “Spatial-temporal Patterns of Brain Disconnectome in Alzheimer’s Disease,” Human brain mapping, 2023 Aug 1, 44(11):4272-4286. doi: 10.1002/hbm.26344. Epub 2023 May 25. Yanwu Yang+, Chenfei Ye+, Ting Ma*, “A deep connectome learning network using graph convolution for connectome-disease association study,” Neural Networks, 2023 Jul,164:91-104. doi: 10.1016/j.neunet.2023.04.025. Epub 2023 Apr 22 Chen Ran+, Yanwu Yang+, Chenfei Ye, Haiyan Lv, Ting Ma*, “Brain age vector: a measure of brain aging with enhanced neurodegenerative disorder specificity”, Human brain mapping, 2022 Nov; 43(16):5017-5031. doi: 10.1002/hbm.26066. Epub 2022 Sep 12. Xutao Guo+, Chenfei Ye+, Yanwu Yang, Li Zhang, Li Liang, Shang Lu, Haiyan Lv, Chunjie Guo*, Ting Ma*. “Ensemble Learning Via Supervision Augmentation For White Matter Hyperintensity Segmentation”, Frontiers in Neuroscience, 2022 Sep 15;16:946343. doi: 10.3389/fnins.2022.946343. eCollection 2022. Chong Wei+, Yanwu Yang+, Xutao guo, Chenfei Ye, Haiyan Lv, Yang Xiang, Ting Ma*, “MRF-Net: A Multi-branch Residual Fusion Network for Fast and Accurate Whole-Brain MRI Segmentation”, Frontiers in Neuroscience, 2022 Sep 12;16:940381. doi: 10.3389/fnins.2022.940381. eCollection 2022. Yiwei Pan+, Shuying Liu+, Yao Zeng, Chenfei Ye, Hongwen Qiao, Tianbing Song, Haiyan Lv, Piu Chan, Jie Lu*, and Ting Ma*, A multi-atlas-based [18F]-FP-DTBZ PET image segmentation method for Parkinson’s disease quantification, Frontiers in Aging Neuroscience. 2022;14:902169. doi:10.3389/fnagi.2022.902169. Chenfei Ye+, Jing Huang+, Li Liang, Zehong Yan, Zhigang Qi, Xiong Kang, Zheng Liu, Huiqing Dong, Haiyan Lv, Ting Ma*, Jie Lu*. Coupling of brain activity and structural network in multiple sclerosis: a graph frequency analysis study. Journal of Neuroscience Research, 2022 May;100(5):1226-1238. doi: 10.1002/jnr.25028. Epub 2022 Feb 20. Yanwu Yang+, Chenfei Ye+, Junyan Sun, Li Liang, Haiyan Lv, Linlin Gao, Jiliang Fang, Ting Ma*, Tao Wu*, “Alteration of brain structural connectivity in progression of Parkinson's disease: a connectome-wide network analysis”, Neuroimage Clin, 31 (2021):102715, 2213-1582. Shoulin Huang, Guoqing Cai, Tong Wang, and Ting Ma*, “Amplitude-Phase Information Measurement on Riemannian Manifold for Motor Imagery-based BCI”, IEEE Signal Processing Letters, 28 (2021): 1310-1314, 1070-9908. Li Liang, Pengzheng Zhou, Wanxin Lu, Xutao Guo, Chenfei Ye, Haiyan Lv, Ting Ma*, "An anatomical knowledge-based mri deep learning pipeline for white matter hyperintensity quantification associated with cognitive impairment," Computerized Medical Imaging and Graphics, 89 (2021): 101873, 0895-6111. Hongyang Zhang+, Chengcheng Hong+, Qulu Zheng+, Pengzheng Zhou, Yuliang Zhu, Zhongkai Zhang, Qifang Bi*, Ting Ma*. A multi-family cluster of COVID-19 associated with asymptomatic and pre-symptomatic transmission in Jixi City, Heilongjiang, China, Emerging microbes & infections, 2020 Dec, 9(1): 2509–2514. Doi: 10.1080/22221751.2020.1837015. Yang Chen, Chengcheng Hong, Michael R Pinsky, Ting Ma*, Gilles Clermont*, Estimating Surgical Blood Loss Volume using Continuous Monitored Vital Signs [J]. Sensors, 2020 Nov 17, 20(22):6558. doi: 10.3390/s20226558. Shoulin Huang, Yang Chen, Tong Wang, and Ting Ma*, Spectrum-weighted Tensor Discriminant Analysis for Motor Imagery-based BCI, IEEE Access, 2020 May 18, vol. 8: 93749-93759, DOI: 10.1109/ACCESS.2020.2995302. Qifang Bi+, Yongsheng Wu+, Shujiang Mei+, Chenfei Ye+, Xuan Zou, Zhen Zhang, Xiaojian Liu, Lan Wei, Shaun A Truelove, Tong Zhang, Wei Gao, Cong Cheng, Xiujuan Tang, Xiaoliang Wu, Yu Wu, Binbin Sun, Suli Huang, Yu Sun, Juncen Zhang, Ting Ma*, Justin Lessler*, Tiejian Feng*, Epidemiology and transmission of COVID-19 in 391 cases and 1286 of their close contacts in Shenzhen, China: a retrospective cohort study, Lancet Infect Dis, 2020 Apr 27. pii: S1473-3099(20)30287-5. doi: 10.1016/S1473-3099(20)30287-5. Junyan Sun+, Zhaoyu Lai+, Jinghong Ma, Linlin Gao, Meijie Chen, Jie Chen, Jiliang Fang, Yangyang Fan, Yan Bao, Piu Chan, Qi Yang, MD, Chenfei Ye, Tao Wu*, Ting Ma*, Quantitative Evaluation of Iron Content in Idiopathic Rapid Eye Movement Sleep Behavior Disorder, Movement Disorders, 2020 Mar, 35(3): 478-485. doi: 10.1002/mds.27929. Chenfei Ye, Susumu Mori, Piu Chan, Ting Ma*, “Connectome-wide network analysis of white matter connectivity in Alzheimer's disease”, Neuroimage Clin. 22:101690, 2019. doi: 10.1016/j.nicl.2019.101690. 中文期刊论文 马婷,陈清财*,基于开放医疗大数据的人工智能研究,医学与哲学,Jan 2022,43(1):1-4. (封面文章,技术核心期刊) 马婷*,张海洪,医疗人工智能的“图灵测试”:路在何方,医学与哲学,2020,41(20):8-13. (技术核心期刊) 近三年会议论文 Yanwu Yang, Hairui Chen, Zhikai Chang, Yang Xiang, Chenfei Ye*, Ting Ma*. “Incomplete learning of multi-modal connectome for brain disorder diagnosis via modal-mixup and deep supervision”. Medical Imaging with Deep Learning (MIDL) 2023, Proceedings of Machine Learning Research, Nashville, America, July 2023. Yanwu Yang, Guoqing Cai, Chenfei Ye, Yang Xiang*, Ting Ma*. “Tensor-Based Complex-Valued Graph Neural Network For Dynamic Coupling Multimodal Brain Networks” 48th IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Rhodes Island, Greece, May 2023. Xutao Guo, Yanwu Yang, Chenfei Ye, Shang Lu, Yang Xiang*, Ting Ma*. "Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation." IEEE 18th International Symposium on Biomedical Imaging (ISBI). Cartagena de Indias, Colombia, April 2023. Xutao Guo, Pengcheng Shi, Shang Lu, Chenfei Ye, Ting Ma*. "Joint Learning Annotator Calibration and Annotator Preference for Multiple Annotations Optic Disc and Cup Segmentation." IEEE 18th International Symposium on Biomedical Imaging (ISBI). Cartagena de Indias, Colombia, April 2023. Jiesi Hu, Yanwu Yang, Xutao Guo, Bo Peng, Hua Huang, Ting Ma*. "DECOR-NET: A COVID-19 Lung Infection Segmentation Network Improved by Emphasizing Low-level Features and Decorrelating Features" IEEE 18th International Symposium on Biomedical Imaging (ISBI). Cartagena de Indias, Colombia, April 2023. Yanwu Yang, Xutao Guo, Zhikai Chang, Chenfei Ye, Yang Xiang*, Ting Ma*. "Multi-modal Dynamic Graph Network: Coupling Structural and Functional Connectome for Disease Diagnosis and Classification." IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Las Vegas, USA, and Changsha, Hunan, China, December 2022. Xutao Guo, Shang Lu, Yanwu Yang, Pengcheng Shi, Chenfei Ye, Yang Xiang, Ting Ma*. " Modeling Annotator Variation and Annotator Preference for Multiple Annotations Medical Image Segmentation." IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Las Vegas, USA, and Changsha, Hunan, China, December 2022. Yanwu Yang, Xutao Guo, Chenfei Ye, Yang Xiang*, Ting Ma*. "Regularizing brain age prediction via gated knowledge distillation." Medical Imaging with Deep Learning (MIDL) 2022, Proceedings of Machine Learning Research, Zurich, Switzerland, July 2022. Yanwu Yang, Xutao Guo, Zhikai Chang, Chenfei Ye, Yang Xiang, Haiyan Lv, Ting Ma*. "Estimating Brain Age with Global and Local Dependencies." 2022 IEEE International Conference on Image Processing (ICIP). Bordeaux, France, October 2022. Zhou PengZheng, Liang Li, guo xutao, Haiyan Lv, Tong Wang, Ting Ma*, “U-Net Combined with CRF and Anatomical Based Spatial Features to Segment White Matter Hyperintensities”, 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Montréal, Canada, July 2020. (SCI-EXPANDED, EI) Yang Chen, Shoulin Huang, Tong Wang, Ting Ma*, “Validation of Pulse Transit Time Based Blood Pressure Estimation on Atrial Fibrillation Patients”, 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Montréal, Canada, July 2020. (SCI-EXPANDED, EI) Wuchao Yan, Chenfei Ye, Tong Wang, Junyan Sun, Tao Wu, Ting Ma*, “Misfolded Protein Propagation in an Integrated Computational Model of Structural Network and LRRK2 Gene Expression ”, 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Montréal , Canada, July 2020. (SCI-EXPANDED, EI) Shoulin Huang, Junhua Zhu, Yang Chen, Tong Wang, Ting Ma*, “Analysis and Classification of Sleep Stages Based on Common Frequency Pattern from a Single-Channel EEG Signal”, 42nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Montréal, Canada, July 2020. (SCI-EXPANDED, EI)

学术兼职

IEEE生物医学工程学会深圳分会副主席 深圳市医学数字影像技术和远程医疗重点实验室副主任 中国生物医学工程协会人工智能分会委员 互联网医疗诊治国家工程实验室技术委员会委员 北京神经变性病学会理事 中国PD影像联盟发起人 中国AD临床前期联盟理事 广东省健康管理学会脑血管病防治和健康促进委员会副主任委员 生物医学工程学会医学影像技术分会青年委员 中国人体健康科技促进会临床神经科学技术转化委员会委员 广东省医学会人工智能分会委员

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