基本信息
何晖光  男  博导  中国科学院自动化研究所
电子邮件: huiguang.he@ia.ac.cn
通信地址: 中关村东路95号自动化大厦1025
邮政编码: 100190

研究领域

 模式识别,医学图像处理,脑与认知科学,脑-机接口,计算机图形学


1、脑-机接口
研发脑-机接口中多模神经信号获取新理论与新方法、并对脑-机接口中的神经信息进行解析,包括脑电的实时伪影抑制,节律波的提取与分析,基于fMRI的脑功能区定位及脑电活动时空模式分析,眼动与脑电数据的同步采集与联合分析,以及以上算法的在线实现,在此基础上实现基于虚拟现实的BCI实验平台和多模态脑-机接口原型系统及相应的软件平台。

2、基于视觉信息编解码的深度学习类脑机制研究
为了探讨深度学习的理论基础,我们将利用深度神经网络来进行视觉信息编码和解码,希望由此找到深度学习的类脑生物基础,并揭示大脑视觉计算的机制。我们拟开展以下研究:(1)基于深度学习方法对自然场景图片进行表征,并考察每个表征层是否对应特定的脑功能区,揭示深度学习表征的类脑计算基础;(2)通过深度学习进行视觉信息的神经编解码,理解人类视觉信息加工的特征空间及在大脑中的组织规律,并利用大脑的编解码分析引导视觉信息处理的深度神经网络建模;(3)采用fMRI和EEG信号的深度学习作为神经约束,挖掘图像低层特征和高层特征之间的关系,引导视频图像的特征选择,将其应用在视频图像的分类、检索和重构上。

3、基于多模态影像的医学图像数据处理方法及其应用
结合多模态影像数据,研发基于深度学习、类脑智能的医学图像处理方法,包括图像的分割、配准、脑网络分析等,并结合临床信息综合分析,寻找与特定疾病相关的影像学参数,辅助医生早期发现、临床诊断和预后评估。目前感兴趣的疾病包括弱视、青光眼等。



招生信息

本课题组与国外研究机构及国内多家医院建立了广泛的合作关系,研究方向属于多学科交叉,我们欢迎来自数学,计算机,自动化,生物医学工程等专业的同学,免推或报考均可。希望你对研究有浓厚兴趣,勤奋踏实,乐观向上,具有团队合作精神!

同时本组也长期招聘博士后,如果对我们的研究方向感兴趣,也欢迎来信联系



招生专业
081104-模式识别与智能系统
081203-计算机应用技术
招生方向
模式识别,图像处理
脑机接口
医学图像处理

教育背景

1999-03--2002-04   中科院自动化所   博士
1994-09--1997-04   大连海事大学   硕士
1990-09--1994-07   大连海事大学   学士
1987-09--1990-07   湖北省黄冈中学   -
学位

中科院自动化所    1999.3-2002.4            博士     医学图像处理
大连海事大学       1994.9-1997.4             硕士     海上交通工程
大连海事大学       1990.9-1994.7             学士     航政管理

出国学习工作

  • 2003-2004                  美国罗切斯特大学                 访问博士后

  • 2007.12-2008.3          加拿大滑铁卢大学                 高级研究学者

  • 2014.10-2015.4          美国北卡大学教堂山分校       访问教授

工作经历

  • 1997.4 ~ 1999.3      大连海事大学      助教
  • 2002.4 ~ 2004.6      中科院自动化所   助理研究员
  • 2004.6 ~ 2011.10    中科院自动化所   副研究员 
  • 2011.10~  现在         中科院自动化所   研究员    
  • 2012.6 ~   现在         中科院自动化所   研究员  博士生导师
  • 2015   ~    现在         中国科学院大学   岗位教授
  • 2017   ~    2020        中国科学院大学人工智能学院         脑认知与智能医学教研室主任
  • 2016   ~    现在         中科院脑科学与智能技术卓越中心  年轻骨干  

社会兼职
2020-01-01-今,自动化学报, 编委
2017-11-25-今,中国自动化学会模式识别与机器智能专业委员会, 委员
2017-10-10-今,中国图象图形学会机器视觉专业委员会, 常务委员
2017-07-01-今,中国计算机学会, 高级会员
2017-05-15-今,中国图象图形学会视觉大数据专业委员会, 常务委员
2016-10-10-今,中国人工智能学会模式识别专业委员会, 委员
2014-05-15-今,中国计算机学会计算机视觉专业委员会, 委员
2011-11-01-今,Restorative Neurology and Neuroscience, 编委
2010-10-01-今,中国医学影像杂志, 编委
2010-02-01-今,IEEE, 高级会员

教授课程

脑-机接口技术
医学图像分析
生物图像处理与信息学

专利与奖励

   
奖励信息
(1) 神经眼科的影像体系创建与推广, 一等奖, 部委级, 2017
(2) 中国科学院青年创新促进会优秀会员, , 院级, 2016
(3) 中科院青年创新促进会, , 院级, 2012
(4) 中科院卢嘉锡青年人才奖, , 院级, 2009
(5) 北京市科技新星, , 省级, 2007
(6) 基于混合匹配的指纹识别系统与应用, 二等奖, 国家级, 2004
(7) 数字几何的研究及其在医学可视化中的应用, , 院级, 2004
(8) 大规模断层数据的分割与重建的研究及应用, 二等奖, 国家级, 2003
专利成果
( 1 ) 基于元学习实例快速筛选的脑电情绪识别方法、系统, 专利授权, 2021, 第 1 作者, 专利号: CN110070105B

( 2 ) 基于多任务信息提高目标检测泛化能力的脑机接口系统, 发明专利, 2020, 第 1 作者, 专利号: CN112070177A

( 3 ) 基于卷积神经网络的脑机接口指令下发方法、系统、装置, 专利授权, 2020, 第 1 作者, 专利号: CN109770900B

( 4 ) 腰椎配准先验模型的构建方法以及腰椎配准方法, 专利授权, 2019, 第 1 作者, 专利号: CN106875376B

( 5 ) 基于组织学和超高场磁共振技术的计算神经解剖处理方法, 发明专利, 2018, 第 1 作者, 专利号: CN106198597B

( 6 ) 一种二维三维医学图像配准方法, 发明专利, 2015, 第 1 作者, 专利号: CN104637061A

( 7 ) 一种利用先验知识的人类外侧膝状体自动分割方法, 发明专利, 2014, 第 1 作者, 专利号: CN103700104A

( 8 ) 一种利用先验知识的人类外侧膝状体自动分割方法, 发明专利, 2014, 第 1 作者, 专利号: CN103544712A

( 9 ) 一种基于里奇流的表面配准方法, 发明专利, 2013, 第 1 作者, 专利号: CN102982552A

( 10 ) 一种提取冠状动脉血管中心线的方法, 发明专利, 2010, 第 1 作者, 专利号: CN101923713A

( 11 ) 一种快速高保真地构造血管内超声长轴影像的方法, 发明专利, 2010, 第 2 作者, 专利号: CN101739661A

( 12 ) 一种对管状结构内层分割的方法, 发明专利, 2009, 第 1 作者, 专利号: CN101599176

出版信息

   
发表论文
(1) Deep Modality Assistance Co-Training Network for Semi-Supervised Multi-Label Semantic Decoding, IEEE Transactions on Multimedia, 2021, 通讯作者
(2) Filter Bank Adversarial Domain Adaptation For Motor Imagery Brain Computer Interface, 2021 International Joint Conference on Neural Networks (IJCNN), 2021, 通讯作者
(3) A Cross-Modal Guiding and Fusion Method for Multi-Modal RSVP-based Image Retrieval, 2021 International Joint Conference on Neural Networks (IJCNN), 2021, 通讯作者
(4) Target Detection Using Ternary Classification During a Rapid Serial Visual Presentation Task Using Magnetoencephalography Data, FRONTIERS IN COMPUTATIONAL NEUROSCIENCE, 2021, 通讯作者
(5) Multi-subject data augmentation for target subject semantic decoding with deep multi-view adversarial learning, INFORMATION SCIENCES, 2021, 通讯作者
(6) SNAP: Shaping neural architectures progressively via information density criterion, PATTERN RECOGNITION, 2021, 通讯作者
(7) Feature fusion for improving performance of motor imagery brain-computer interface system, BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2021, 第 4 作者
(8) CSU-Net: A Context Spatial U-Net for Accurate Blood Vessel Segmentation in Fundus Images, IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2021, 通讯作者
(9) Vigilance Estimating in SSVEP-Based BCI Using Multimodal Signals, 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2021, 通讯作者
(10) Multi -task contrastive learning for automatic CT and X-ray diagnosis of COVID-19, PATTERN RECOGNITION, 2021, 第 6 作者
(11) Multimodal deep generative adversarial models for scalable doubly semi-supervised learning, INFORMATION FUSION, 2021, 通讯作者
(12) A prototype-based SPD matrix network for domain adaptation EEG emotion recognition, PATTERN RECOGNITION, 2021, 通讯作者
(13) Boundary Aware U-Net for Retinal Layers Segmentation in Optical Coherence Tomography Images, IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2021, 通讯作者
(14) Dynamical Channel Pruning by Conditional Accuracy Change for Deep Neural Networks, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 通讯作者
(15) Enhancing Detection of SSVEPs for High-Speed Brain-Computer Interface with a Siamese, IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2021, 通讯作者
(16) Reorganization of rich-clubs in functional brain networks during propofol-induced unconsciousness and natural sleep, NEUROIMAGE-CLINICAL, 2020, 通讯作者
(17) Transition and Dynamic Reconfiguration of Whole-Brain Network in Major Depressive Disorder, MOLECULAR NEUROBIOLOGY, 2020, 通讯作者
(18) Neural Encoding for Human Visual Cortex with Deep Neural Networks Learning "What" and "Where", IEEE Transactions on Cognitive and Developmental Systems, 2020, 通讯作者
(19) Multisource Transfer Learning for Cross-Subject EEG Emotion Recognition, IEEE TRANSACTIONS ON CYBERNETICS, 2020, 通讯作者
(20) 3D Shape Reconstruction of Lumbar Vertebra From Two X-ray Images and a CT Model, 3D shape reconstruction of lumbar vertebra from two X-ray images and a CT model, IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2020, 通讯作者
(21) Domain Adaptation for EEG Emotion Recognition Based on Latent Representation Similarity, IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS, 2020, 通讯作者
(22) Changes of resting-state EEG microstates induced by low-frequency repetitive transcranial magnetic stimulation, 42ND ANNUAL INTERNATIONAL CONFERENCES OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY: ENABLING INNOVATIVE TECHNOLOGIES FOR GLOBAL HEALTHCARE EMBC'20, 2020, 第 5 作者
(23) Semi-supervised cross-modal image generation with generative adversarial networks, PATTERN RECOGNITION, 2020, 通讯作者
(24) Simultaneous Neural Spike Encoding and Decoding Based on Cross-modal Dual Deep Generative Model, 2020 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2020, 通讯作者
(25) A CNN-based comparing network for the detection of steady-state visual evoked potential responses, NEUROCOMPUTING, 2020, 通讯作者
(26) Conditional Generative Neural Decoding with Structured CNN Feature Prediction, AAAI, 2020, 通讯作者
(27) Temporal Dynamics on Decoding Target Stimuli in Rapid Serial Visual Presentation using Magnetoencephalography, 42ND ANNUAL INTERNATIONAL CONFERENCES OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY: ENABLING INNOVATIVE TECHNOLOGIES FOR GLOBAL HEALTHCARE EMBC'20, 2020, 第 5 作者
(28) Reducing Calibration Efforts in RSVP Tasks With Multi-Source Adversarial Domain Adaptation, IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2020, 通讯作者
(29) Multi-channel EEG recording during motor imagery of different joints from the same limb, SCIENTIFIC DATA, 2020, 通讯作者
(30) Deep Channel-Correlation Network for Motor Imagery Decoding From the Same Limb., IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society, 2020, 第 5 作者
(31) A Transfer Learning Framework for RSVP-based Brain Computer Interface, 42ND ANNUAL INTERNATIONAL CONFERENCES OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY: ENABLING INNOVATIVE TECHNOLOGIES FOR GLOBAL HEALTHCARE EMBC'20, 2020, 通讯作者
(32) A CNN-based compare network for classification of SSVEPs in human walking, 42ND ANNUAL INTERNATIONAL CONFERENCES OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY: ENABLING INNOVATIVE TECHNOLOGIES FOR GLOBAL HEALTHCARE EMBC'20, 2020, 通讯作者
(33) Structured Neural Decoding with Multi-task Transfer Learning of Deep Neural Network Representations, IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2020, 通讯作者
(34) The Lasting Effects of Low-Frequency Repetitive Transcranial Magnetic Stimulation on Resting State EEG in Healthy Subjects, IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2020, 通讯作者
(35) The lasting effects of 1Hz repetitive transcranial magnetic stimulation on resting state EEG in healthy subjects, 2019 41ST ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2019, 第 5 作者
(36) Multisource Transfer Learning for Cross- Subject EEG Emotion Recognition, IEEE Transactions Cybernetics, 2019, 第 5 作者
(37) Automatic brain labeling via multi-atlas guided fully convolutional networks., MEDICAL IMAGE ANALYSIS, 2019, 通讯作者
(38) Generalized Sequential Forward Selection Method for Channel Selection in EEG Signals for Classification of Left or Right Hand Movement in BCI, 2019 9th International Conference on Computer and Knowledge Engineering (ICCKE), 2019, 第 1 作者
(39) 丙泊酚梯度镇静下功能核磁共振全脑功能的次序变化, Sequential brain functional changing on functional magnetic resonance imaging under propofol gradient sedation, 临床麻醉学杂志, 2019, 第 4 作者
(40) Learning "What" and "Where": An Interpretable Neural Encoding Model, 2019 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2019, 通讯作者
(41) Brain Encoding and Decoding in fMRI with Bidirectional Deep Generative Models, Brain Encoding and Decoding in fMRI with Bidirectional Deep Generative Models, ENGINEERING, 2019, 通讯作者
(42) 脑-机接口的前沿进展, 世界科学, 2019, 第 1 作者
(43) Dual Encoding U-Net for Retinal Vessel Segmentation, MICCAI 2019, 2019, 通讯作者
(44) EEG-Based Emotion Recognition with Similarity Learning Network, 2019 41ST ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2019, 通讯作者
(45) Doubly Semi-supervised Multimodal Adversarial Learning for Classification, Generation and Retrieval, 2019, 第 3 作者
(46) A Comparing Network for the Classification of Steady-state Visual Evoked Potential Responses Based on Convolutional Neural Network, 2019 IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA), 2019, 通讯作者
(47) EEG-Based Emotion Recognition with Prototype-Based Data Representation, 2019 41ST ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2019, 通讯作者
(48) 基于视觉信息编解码的 深度学习类脑机制研究, 张江科技评论, 2019, 第 2 作者
(49) Reconstructing Perceived Images From Human Brain Activities With Bayesian Deep Multiview Learning, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2019, 通讯作者
(50) DOUBLY SEMI-SUPERVISED MULTIMODAL ADVERSARIAL LEARNING FOR CLASSIFICATION, GENERATION AND RETRIEVAL, 2019 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO (ICME), 2019, 通讯作者
(51) Multi-label Semantic Decoding from Human Brain Activity, 2018 24TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2018, 第 5 作者
(52) 机器学习在神经精神疾病诊断及预测中的应用, Application of Machine Learning in Diagnosis and Prediction of Neuropsychiatric Diseases, 协和医学杂志, 2018, 第 3 作者
(53) Semi-supervised Deep Generative Modelling of Incomplete Multi-Modality Emotional Data, PROCEEDINGS OF THE 2018 ACM MULTIMEDIA CONFERENCE (MM'18), 2018, 通讯作者
(54) Altered structural-functional coupling of large-scale brain networks in early Tourette syndrome children, Progress in Biomedical Optics and Imaging - Proceedings of SPIE, 2018, 第 5 作者
(55) Computer-Aided Prognosis: Accurate Prediction of Patients with Neurologic and Psychiatric Diseases via Multi-modal MRI Analysis, Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging, 2018, 第 2 作者
(56) Predicting epileptic seizures from intracranial EEG using LSTM-based multi-task learning, Chinese Conference on Pattern Recognition and Computer Vision (PRCV), 2018, 通讯作者
(57) Improving Image Classification Performance with Automatically Hierarchical Label Clustering, 2018 24TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2018, 通讯作者
(58) Hierarchical Convolutional Neural Networks for EEG-Based Emotion Recognition, COGNITIVE COMPUTATION, 2018, 通讯作者
(59) Comparison of NREM sleep and intravenous sedation through local information processing and whole brain network to explore the mechanism of general anesthesia, PLOS ONE, 2018, 通讯作者
(60) Combining Disrupted and Discriminative Topological Properties of Functional Connectivity Networks as Neuroimaging Biomarkers for Accurate Diagnosis of Early Tourette Syndrome Children, MOLECULAR NEUROBIOLOGY, 2018, 通讯作者
(61) 基于机器学习和几何变换的实时2D/3D脊椎配准, Real-time 2D/3D Registration of Vertebra via Machine Learning and Geometric Transformation, 自动化学报, 2018, 第 7 作者
(62) Altered Structural-functional Coupling of Large-scale Brain Networks in Early Tourette Syndrome Children, MEDICAL IMAGING 2018: BIOMEDICAL APPLICATIONS IN MOLECULAR, STRUCTURAL, AND FUNCTIONAL IMAGING, 2018, 通讯作者
(63) Improving EEG-Based Motor Imagery Classification via Spatial and Temporal Recurrent Neural Networks, 2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2018, 通讯作者
(64) Alteration of gray matter texture features over the whole brain in medication-overuse headache using a 3-dimentional texture analysis, The Journal of Headache and Pain, 2017, 第 5 作者
(65) Multi-modal multiple kernel learning for accurate identification of Tourette syndrome children, PATTERN RECOGNITION, 2017, 通讯作者
(66) Multi-threshold White Matter Structural Networks Fusion for Accurate Diagnosis of Tourette Syndrome Children, MEDICAL IMAGING 2017: COMPUTER-AIDED DIAGNOSIS, 2017, 通讯作者
(67) Sharing deep generative representation for perceived image reconstruction from human brain activity, 2017 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2017, 第 3 作者
(68) Alteration of gray matter texture features over the whole brain in medication-overuse headache using a 3-dimentional texture analysis, JOURNAL OF HEADACHE AND PAIN, 2017, 通讯作者
(69) Disrupted topological organization of structural networks revealed by probabilistic diffusion tractography in Tourette syndrome children, HUMAN BRAIN MAPPING, 2017, 通讯作者
(70) Altered functional connectivity within and between the default model network and the visual network in primary open-angle glaucoma: a resting-state fMRI study, BRAIN IMAGING AND BEHAVIOR, 2017, 通讯作者
(71) Sharing deep generative representation for perceived image reconstruction from human brain activity, 2017 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2017, 第 3 作者
(72) The diagnostic value of high-frequency power-based diffusion-weighted imaging in prediction of neuroepithelial tumour grading, EUROPEAN RADIOLOGY, 2017, 通讯作者
(73) Brain Image Labeling Using Multi-atlas Guided 3D Fully Convolutional Networks, PATCH-BASED TECHNIQUES IN MEDICAL IMAGING (PATCH-MI 2017), 2017, 通讯作者
(74) Multi-threshold White Matter Structural Networks Fusion for Accurate Diagnosis of Tourette Syndrome Children, Proceedings of SPIE, 2017, 第 4 作者
(75) Diffusion Tractography and Graph Theory Analysis Reveal the Disrupted Rich-Club Organization of White Matter Structural Networks in Early Tourette Syndrome Children, MEDICAL IMAGING 2017: BIOMEDICAL APPLICATIONS IN MOLECULAR, STRUCTURAL, AND FUNCTIONAL IMAGING, 2017, 通讯作者
(76) Altered Spontaneous Brain Activity in Children with Early Tourette Syndrome: a Resting-state fMRI Study, SCIENTIFIC REPORTS, 2017, 通讯作者
(77) 原发性开角型青光眼患者视放射的扩散张量成像价值分析, Study of optic radiations in patients with primary open-angle glaucoma with diffusion tensor imaging, 中华医学杂志, 2017, 第 3 作者
(78) Diffusion Tractography and Graph Theory Analysis Reveal the Disrupted Rich-Club Organization of White Matter Structural Networks in Early Tourette Syndrome Children, Proceedings of SPIE, 2017, 第 2 作者
(79) Combining tract‐ and atlas‐based analysis reveals microstructural abnormalities in early Tourette syndrome children, HUMAN BRAIN MAPPING, 2016, 通讯作者
(80) Functional Reorganizations of Brain Network in Prelingually Deaf Adolescents, NEURAL PLASTICITY, 2016, 通讯作者
(81) A Diagnosis Model for Early Tourette Syndrome Children Based on Brain Structural Network Characteristics, Proceedings of SPIE, 2016, 第 5 作者
(82) Visual Information Processing Mechanism Revealed by fMRI Data, BIH 2016, 2016, 第 3 作者
(83) Abnormal Interhemispheric Resting-state Functional Connectivity in Primary Open-angle Glaucoma, 2016 38TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2016, 第 6 作者
(84) Visual Information Processing Mechanism Revealed by fMRI Data, BRAIN INFORMATICS AND HEALTH, 2016, 通讯作者
(85) Structural brain alterations in primary open angleglaucoma: a 3T MRI study, SCIENTIFIC REPORTS, 2016, 通讯作者
(86) Implementation of EEG Emotion Recognition System Based on Hierarchical Convolutional Neural Networks, BICS 2016, 2016, 第 2 作者
(87) Using Support Vector Machines with Tract-Based Spatial Statistics for Automated Classification of Tourette Syndrome Children, Proceedings of SPIE, 2016, 第 2 作者
(88) Graphtheoretical analysis reveals the reorganization of the brain network pattern inprimary open angle glaucoma patients, EUROPEAN RADIOLOGY, 2016, 通讯作者
(89) Brain Abnormalities in Congenital Fibrosis of the Extraocular MusclesType 1: A Multimodal MRI Imaging Study, PLOS ONE, 2015, 通讯作者
(90) Automatic segmentation of the lateral geniculate nucleus: Application tocontrol and glaucoma patients, JOURNAL OF NEUROSCIENCE METHODS, 2015, 通讯作者
(91) Spherical volume-preserving Demons registration, COMPUTER-AIDED DESIGN, 2015, 通讯作者
(92) Using Support Vector Machines with Tract-Based Spatial Statistics for Automated Classification of Tourette Syndrome Children, MEDICAL IMAGING 2016: COMPUTER-AIDED DIAGNOSIS, 2015, 通讯作者
(93) Grey matter connectivity within and between auditory, language and visualsystems in prelingually deaf adolescents J. Restorative neurology andneuroscience, Restorative neurology and neuroscience, 2015, 第 8 作者
(94) A Diagnosis Model for Early Tourette Syndrome Children Based on Brain Structural Network Characteristics, MEDICAL IMAGING 2016: COMPUTER-AIDED DIAGNOSIS, 2015, 通讯作者
(95) Greymatter connectivity within and between auditory, language and visual systems inprelingually deaf adolescents, RESTORATIVE NEUROLOGY AND NEUROSCIENCE, 2015, 通讯作者
(96) Local cortical thinning links to resting-state disconnectivity in major depressive disorder., PSYCHOLOGICAL MEDICINE, 2014, 
(97) Regional Specificity of Sex Effects on Subcortical Volumes Across the Lifespan in Healthy Aging, HUMAN BRAIN MAPPING, 2014, 通讯作者
(98) Dissociation of glutamate and cortical thickness is restricted to regions subserving trait but not state markers in major depressive disorder, JOURNAL OF AFFECTIVE DISORDERS, 2014, 通讯作者
(99) Age estimation using cortical surface pattern combining thickness with curvatures, MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2014, 通讯作者
(100) Alternations of functional connectivity in amblyopia patients: A resting-state fMRI study, SPIE Medical Imaging, 2014, 第 1 作者
(101) 基于FESS的混合模型脑图像分割方法, Brain image segmentation method with hybrid model based on FESS, 仪器仪表学报, 2013, 第 3 作者
(102) Accurate prediction of AD patients using cortical thickness networks, MACHINE VISION AND APPLICATIONS, 2013, 通讯作者
(103) Alterations of grey matter asymmetries in adolescents with prelingual deafness: A combined VBM and cortical thickness analysis, RESTORATIVE NEUROLOGY AND NEUROSCIENCE, 2013, 通讯作者
(104) 基于GPU加速的并行脑皮层重建算法研究, Parallel algorithm for cortical reconstruction based on GPU, 仪器仪表学报, 2013, 第 3 作者
(105) Brain Image Segmentation Based on FESS Mixed Model, 仪器仪表学报, 2013, 第 3 作者
(106) Research on Parallel Cortical Reconstruction Algorithm Based on GPU Acceleration, 仪器仪表学报, 2013, 第 2 作者
(107) Structural Abnormalities in Early Tourette Syndrome Children: A Combined Voxel-Based Morphometry and Tract-Based Spatial Statistics Study, PLOS ONE, 2013, 通讯作者
(108) Adaptive coupled variation model and its GPU implementation, 仪器仪表学报, 2013, 第 3 作者
(109) Shape Manifold Regression with Spherical Harmonics for Hippocampus Shape Analysis, SPIE Medical Imaging, 2013, 第 2 作者
(110) Altered white matter integrity in Children with Prelingual deafness: a High resolution Tract-Based Spatial Statistics (TBSS) imaging Study, American Journal of Neuroradiology, 2013, 通讯作者
(111) Changes of gray matter and white matter in temporal lobe epilepsy and its correlation with course of disease, 中国医学科学院学报, 2013, 第 3 作者
(112) 自适应耦合变分模型及其GPU实现, Adaptive coupled variation model and its GPU implementation, 仪器仪表学报, 2013, 第 3 作者
(113) Altered hemispheric symmetry found in left-sided mesial temporal lobe epilepsy with hippocampal sclerosis (MTLE/HS) but not found in right-sided MTLE/HS, MAGNETIC RESONANCE IMAGING, 2013, 第 3 作者
(114) Brain image segmentation method with hybrid model based on FESS, Chinese Journal of Scientific Instrument, 2013, 第 1 作者
(115) 颞叶癫痫脑灰质和白质减少及其与病程的相关分析, Reduction of Gray and White Matters in Patients with Temporal Lobe Epilepsy and Its Correlation with Disease Duration, 中国医学科学院学报, 2013, 第 3 作者
(116) Altered white matter integrity in Children with Prelingual deafness: a High resolution Tract-Based Spatial Statistics imaging Study, American Journal of Neuroradiology, 2012, 第 2 作者
(117) Classification of ADHD children through multimodal magnetic resonance imaging, FRONTIERS IN SYSTEMS NEUROSCIENCE, 2012, 通讯作者
(118) Human age estimation with surface-based features from MRI images, 3rd International Workshop on Machine Learning in Medical Imaging, MLMI 2012, Held in conjunction with the 15th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2012, 2012, 第 2 作者
(119) Cortical thickness analysis and optimized voxel-based morphometry in children and adolescents with prelingually profound sensorineural hearing loss, BRAIN RESEARCH, 2012, 第 9 作者
(120) Quantification of the Human Lateral Geniculate Nucleus In Vivo Using MR ImagingBased Morphometry, American Journal of Neuroradiology, 2012, 
(121) Age and Gender effects on the volume of corpus callosum, Proc. of 17th Annual Meeting of Organization for Human Brain Mapping, 2011, 第 3 作者
(122) CT冠脉造影中冠状动脉中心线的提取, Coronary Artery Centerline Extraction in Coronary CTA, 计算机科学与探索, 2011, 第 2 作者
(123) Directional diffusivities changes of optic nerve and optic radiation in optic neuritis, The British Journal of Radiology, 2011, 第 4 作者
(124) GPU-based parallel level set image segmentation algorithm, 第二届中国云计算与SaaS大会, 2011, 第 3 作者
(125) Analyzing Neural Interaction Characteristics in a Monkey's Motor Cortex during Reach-to-Grasp Tasks, IEEE INTELLIGENT SYSTEMS, 2011, 第 3 作者
(126) Analysis of neural interaction during adaptation of reach-to-grasp task under perturbation with Bayesian networks, International Conference on Biomedical Engineering and Informatics (BMEI), 2011, 第 1 作者
(127) Network-based classification using cortical thickness of AD patients, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2011, 第 2 作者
(128) Extraction of Coronary Heartline in CT Coronary Angiography, 计算机科学与探索, 2011, 第 2 作者
(129) VisualConnectome: Toolbox for brain network visualization and analysis, Proc. of 17th Annual Meeting of Organization for Human Brain Mapping, 2011, 第 2 作者
(130) Altered cortical anatomical networks in temporal lobe epilepsy, Proc. of SPIE Medical Imaging, Proc. of SPIE Medical Imaging, 2011, 第 3 作者
(131) 先天性耳聋患者脑基于体素的形态测量学研究, A Voxel-based Morphometric Analysis of Brain in Congenitally Deaf Patients, 临床放射学杂志, 2010, 第 2 作者
(132) Hippocampal-cortical connectivity changes in temporal lobe epilepsy with hippocampal sclerosis, Proc. of Multi-modal Imaging of Brain Connectivity, 2010, 第 2 作者
(133) Modified adaptive probabilistic neural network using for MR image segmentation, IEEE Youth Conference on Information, Computing and Telecommunication (YC-ICT), 2010, 第 1 作者
(134) Study on CT Coronary Angiography and Intravascular Ultrasound Fusion, 中国医学影像技术, 2010, 第 2 作者
(135) Directional diffusivities changes of optic nerve in optic demyelinating neuritis, 眼科, 2010, 第 3 作者
(136) A Voxel-based Morphometric Analysis of Brain in Congenitally Deaf Patients, 临床放射学杂志, 2010, 第 2 作者
(137) Glutamatergic and resting-state functionalconnectivity correlates of severity in major depression - the role of pregenualanterior cingulate cortex and anterior insula, Frontiers in Systems Neuroscience, 2010, 第 10 作者
(138) Gender consistency and difference in healthy adults revealed by cortical thickness, NEUROIMAGE, 2010, 通讯作者
(139) 不同时期特发性脱髓鞘性视神经炎视神经扩散张量成像研究, Directional diffusivities changes of optic nerve in optic demyelinating neuritis, 眼科, 2010, 第 4 作者
(140) Comparative analysis of quasi-conformal deformations in shape space, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2010, 第 1 作者
(141) Neuroanatomical changes revealed by cortical thickness in temporal lobe epilepsy, Proc. of 16th Annual Meeting of Organization for Human Brain Mapping, 2010, 第 2 作者
(142) 采用基于纤维束示踪的空间统计分析方法观察先天性耳聋患者的脑白质改变, Investigation of the white matter with tract-based spatial statistics in congenitally deaf patients, 中国医学影像技术, 2010, 第 3 作者
(143) Investigation of the white matter with tract-based spatial statistics in congenitally deaf patients, 中国医学影像技术, 2010, 第 3 作者
(144) Alterations of White Matter Integrity and Cortical Thickness in Traumatic Optic Neuropathy, Proc. of 16th Annual Meeting of Organization for Human Brain Mapping, 2010, 第 4 作者
(145) Evaluation of multiple voxel-based morphometry approaches and applications in the analysis of white matter changes in temporal lobe epilepsy, Proc. of the 5th International Workshop on Medical Imaging and Augmented Reality, 2010, 第 2 作者
(146) Abnormal cerebral asymmetries in patients with hippocampal sclerosis: a voxel-based morphometry study with DARTEL, Proc. of 16th Annual Meeting of Organization for Human Brain Mapping, 2010, 第 1 作者
(147) Gray and white matter abnormalities in temporal lobe epilepsy with hippocampal sclerosis: A voxel-based morphometry study using DARTEL, The 15th Annual Meeting of the Organization for Human Brain Mapping, 2009, 第 2 作者
(148) Segmentation of infarct in acute ischemic stroke from MR apparent diffusion coefficient and trace-weighted images, SPIE Medical Imaging, 2009, 第 2 作者
(149) Cerebral asymmetry in temporal lobe epilepsy detected by weighted spherical harmonic representation, The 15th Annual Meeting of the Organization for Human Brain Mapping, 2009, 第 6 作者
(150) Detecting optic nerve changes after optic neuritis with diffusion tensor MR imaging, The 15th Annual Meeting of the Organization for Human Brain Mapping, 2009, 第 4 作者
(151) Detection of whole-brain abnormalities in temporal lobe epilepsy using tensor-based morphometry with DARTEL, Proceedings of Medical Imaging, Parallel Processing of Images, and Optimization, 2009, 第 2 作者
(152) Automatic detection of luminal contour in intravascular ultrasound images using fuzzy clustering and snakes, Proceedings of Medical Imaging, Parallel Processing of Images, and Optimization, 2009, 第 1 作者
(153) 基于磁共振图像的脑皮层厚度测量方法, Cortical thickness measurement based on MR images, 中国医学影像技术, 2008, 第 2 作者
(154) 脑皮层厚度分析方法及其应用, Cortical thickness analysis method and its application, 中国医学影像技术, 2008, 第 2 作者
(155) Structural and functional deficits in human amblyopia, NEUROSCIENCE LETTERS, 2008, 通讯作者
(156) 屈光参差性弱视皮层功能损害fMRI视网膜脑图研究, An fMRI Retinotopic Mapping Study of Visual Cortex Deficit in Anisometropicamblyopia, 临床放射学杂志, 2008, 第 13 作者
(157) Cortical thickness measurement based on MR images, 中国医学影像技术, 2008, 第 5 作者
(158) An improved tissue atrophy simulation based on delaunay triangulation, The 14th Annual Meeting of the Organization for Human Brain Mapping (HBM'08), 2008, 第 3 作者
(159) Cortical thickness analysis method and its application, 中国医学影像技术, 2008, 第 4 作者
(160) Classifying brain states based on regional homogeneity of fMRI data, The 14th Annual Meeting of the Organization for Human Brain Mapping (HBM'08), 2008, 第 2 作者
(161) An fMRI Retinotopic Mapping Study of Visual Cortex Deficit in Anisometropicamblyopia, 临床放射学杂志, 2008, 第 9 作者
(162) Providing personalized services for HWME system by item-based collaborative filtering, Pacific Asia Workshop on Intelligence and Security Informatics, 2007, 第 5 作者
(163) Measuring the Cortical Thickness of Human Visual Cortex in Amblyopia, The 13th Annual Meeting of the Organization for Human Brain Mapping (HBM'07), 2007, 第 2 作者
(164) Gaussian Mixture Model with Markov Random Field for MR Image Segmentation, 2006 International Conference on Industrial Technology (ICIT 2006), 2006, 第 1 作者
(165) 基于3D Widgets的三维人机交互平台的设计与实现, Design and Implementation of 3 -Dimensional Human Computer Interaction Platform Based on 3D Widgets, 计算机仿真, 2006, 第 4 作者
(166) CWME: A framework of group support system for emergency responses, INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS, 2006, 第 2 作者
(167) Cyberspace community analysis and simulation using complex dynamic social networks, INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS, 2006, 第 2 作者
(168) Design and Implementation of 3D Human - Computer Interaction Platform Based on 3D Widgets, 计算机仿真, 2006, 第 1 作者
(169) Robust Partial Volume Segmentation with Bias Field Correction in Brain MRI, The 18th International Conference on Pattern Recognition (ICPR 2006), 2006, 第 2 作者
(170) Brain activation associated with evaluative process of moxibustion stimulation: An fMRI preliminary study, Proc. of ISMRM2005, 2005, 第 2 作者
(171) 医学影像处理与分析开发包MITK的设计与实现, Design and Implementation of MITK for 3D Medical Image Processing and Analyzing, 软件学报, 2005, 第 5 作者
(172) Brain Activation by Moxibustion: An fMRI Study, The 10th Annual Meeting of the Organization for Human Brain Mapping (HBM' 05), 2005, 第 1 作者
(173) Design and Implementation of MITK for Medical Image Processing and Analysis Development, 软件学报, 2005, 第 1 作者
(174) Three-dimensional interactive virtual endoscopy, JOURNAL OF X-RAY SCIENCE AND TECHNOLOGY, 2004, 第 4 作者
(175) Medical imaging computation and processing platform: Research and implementation, Proc. of 4th IASTED International Conference on VIIP, 2004, 第 3 作者
(176) A Practical Surface Reconstruction Algorithm for Very Large Medical Datasets, Proceedings of SPIE International Symposium on Multispectral Image Processing and Pattern Recognition(MIPPR03), 2003, 第 1 作者
(177) Points based reconstruction and rendering of 3D shapes from large volume dataset, Proceedings of SPIE Medical Imaging 2003, 2003, 第 3 作者
(178) 基于Hessian矩阵的中心路径提取算法, Centerline Extraction Based on Hessian Matrix, 软件学报, 2003, 第 4 作者
(179) 3DMed:An Open;PC-BASED;Versatile;3-Dimensional Medical Image Processing and Analyzing System, Proceedings of the 9th Chinese Automation&Computing Society Conference in the UK, 2003, 第 1 作者
(180) Center Path Extraction Algorithm Based on Hessian Matrix, 软件学报, 2003, 第 4 作者
(181) New continuous level-of-detail algorithm and its application in virtual endoscopy, Proceedings of SPIE Medical Imaging 2003, 2003, 第 1 作者
(182) Preliminary system characterization of flat-panel-detector-based cone-beam CT for breast imaging, 2003, 第 5 作者
(183) 基于PC的三维工业CT图像处理与分析系统及其应用, A 3D Industrial CT Image Processing and Analysing System Based on PC and it's Application, 计算机工程与应用, 2003, 第 6 作者
(184) Technique of diffusion weighted imaging and its application in stroke, 2003, 第 6 作者
(185) Interactive Virtual Navigation in Human Organs, Proceedings of SPIE International Symposium on Multispectral Image Processing and Pattern Recognition(MIPPR03), 2003, 第 1 作者
(186) A Gaussian-Mixture Model for MRI Brain Tissue Segmentation, Proceedings of the 89th Scientific Assembly and Annual Meeting of Radiological Society of North America(RSNA 2003), 2003, 第 1 作者
(187) An ingegrated 3D medical image processing and analysis system, Proceedings of SPIE International Symposium BiOS 2003, 2003, 第 1 作者
(188) Realization of Soft Tissue Display in CT Image by Distance Transform, 中国图像图形学报, 2002, 第 1 作者
(189) 虚拟切割及其在医学影像中的应用, 中国医学物理学杂志, 2002, 第 1 作者
(190) 基于分割的三维医学图像表面重建算法, A 3D Medical Imaging Surface Reconstruction Scheme Based on Segmentation, 软件学报, 2002, 第 1 作者
(191) A New Mesh Simplification Algorithm Combining Half-edge Data Structures with Modified Quadric Error Metric, 2002, 第 4 作者
(192) Research on Key Techniques in Surgical Simulation, 计算机仿真, 2002, 第 3 作者
(193) A New 3D Surface Reconstruction Method and Its Application in ICT, 2002, 第 1 作者
(194) Improved MSEL and its Medical Application, 2002, 第 4 作者
(195) An Interactive Medical Texture Image Segmentation Method, 软件学报, 2002, 第 3 作者
(196) 基于视点细分的层次细节模型及其在虚拟内窥镜中的应用, View Dependent Subdivision LOD and its Application in Virtual Endoscope, 系统仿真学报, 2002, 第 1 作者
(197) Mesh Smoothing Algorithm Based on Distance Equalization, 计算机辅助设计与图形学学报, 2002, 第 1 作者
(198) A Brief Introduction to Grid Simplification, 软件学报, 2002, 第 4 作者
(199) Mesh Fairing Using Distance Equalization, 2002, 第 2 作者
(200) 虚拟切割及其在医学影像中的应用, Virtual cutting and its application in medical imaging, 中国医学物理学杂志, 2002, 第 1 作者
(201) 利用距离变换实现CT图象中软组织显示, 3D Soft-Tissue visualization Scheme of CT Images via Distance Transformation, 中国图象图形学报:A辑, 2002, 第 3 作者
(202) A New View-dependent Level-of-detail algorithm and its application in Virtual Endoscopy, 2002, 第 1 作者
(203) Reconstruction Algorithm of 3D Medical Image Based on Segmentation, 软件学报, 2002, 第 1 作者
(204) 基于距离均衡化的网格平滑算法, A Mesh Smoothing Algorithm Based on Distance Equalization, 计算机辅助设计与图形学学报, 2002, 第 3 作者
(205) Hierarchical detail model based on viewpoint subdivision and its application in virtual endoscopy, 系统仿真学报, 2002, 第 4 作者
(206) 手术模拟系统中关键技术的研究, Key Technology Study on Surgical Simulation System, 计算机仿真, 2002, 第 1 作者
(207) 数字几何的研究及其在医学可视化中的应用, 2002, 第 1 作者
(208) The Advances on Digital Processing Platform of Virtual Human in China, 2002, 第 3 作者
(209) 网格模型化简综述, A Survey on Mesh Simplification, 软件学报, 2002, 第 1 作者
(210) Active contour-based segmentation of medical image series, 2002, 第 4 作者
(211) Virtual Cutting and its Application in Medical Imaging, 2001, 第 2 作者
(212) 三维医学影像诊断工作站-3dmed, 中国体视学与图像分析, 2001, 第 1 作者
(213) 3D Medical Imaging Diagnostic Workstation - 3dmed, 中国体视学与图像分析, 2001, 第 4 作者
(214) A New Fast Surface Generation and its Application in Medical Image, 2001, 第 4 作者
(215) Image segmentation via fuzzy object extraction and edge detection and its medical application, JOURNAL OF X-RAY SCIENCE AND TECHNOLOGY, 2001, 第 3 作者
(216) A Surface Reconstruction Algorithm for High Resolution Medical Images, 2001, 第 1 作者
(217) Regional Specificity of Sex Effects on Subcortical Volumes Across the Lifespan in Healthy Aging, HUMAN BRAIN MAPPING, 

科研活动

   
科研项目
( 1 ) 基于脑-机接口的脑网络调控和视觉康复, 负责人, 中国科学院计划, 2020-01--2022-12
( 2 ) 基于深度强化学习的人体运动意图精确识别, 负责人, 国家任务, 2018-12--2022-12
( 3 ) 基于自然场景刺激的脑活动语义解码及视觉重建, 负责人, 国家任务, 2020-01--2023-12
( 4 ) 面向复杂任务的多模态脑机接口, 负责人, 中国科学院计划, 2018-06--2022-05
( 5 ) 青光眼患者的脑网络调控及视觉修复研究, 负责人, 国家任务, 2021-01--2025-12
( 6 ) 合作与竞争决策的神经生物学机制, 负责人, 中国科学院计划, 2020-07--2025-06
参与会议
(1)无   视觉与学习青年学者研讨会   2021-10-08
(2)无   第八届医学图像计算青年研讨会   2021-07-09
(3)无   第一届上海科技大学医学影像智能计算高峰论坛   2021-04-17
(4)无   第二届智慧医疗与康复大会暨第五届脑机接口论坛   2020-12-18
(5)脑机接口前沿进展   中国科普作家协会   2019-11-16
(6)Dual Encoding U-Net for Retinal Vessel Segmentation   Bo Wang, Shuang Qiu, Huiguang He   2019-10-12
(7)人工智能在神经精神疾病研究中的应用   中华医学会第十六次全国精神医学学术会议   2018-09-28
(8)Multi-modal Emotion Recognition with Multi-view Deep Generative Models   2018-06-20
(9)Sharing deep generative representation for perceived image reconstruction from human brain activity   2017-06-24
(10)Frechet Distance for Fiber Clustering of Diffusion Tensor Imaging   Hongwei Wen   2016-06-26
(11)rsfMRI Study with Amblyopia   Jieiqong Wang   2013-06-15
(12)Visual Connectome   Dai Dai   2011-06-26
国际模式识别会议   

合作情况

   
项目协作单位

美国Arizona State University Prof. Jiping He,                                    脑-机接口
美国Waney State University Prof. Jing Hua,                                      数字几何分析
德国University of Magdeburg Prof. Sabel,                                         视觉修复

美国University of North Carolina at Chapel Hill, Dinggang Shen,      医学影像分析

指导学生

现指导学生

从怀威  硕士研究生  081104-模式识别与智能系统  

王奕欣  博士研究生  081104-模式识别与智能系统  

汪胜佩  博士研究生  081104-模式识别与智能系统  

陈智强  博士研究生  081104-模式识别与智能系统  

李丹  博士研究生  081104-模式识别与智能系统  

马学林  博士研究生  081104-模式识别与智能系统  

王海保  硕士研究生  081104-模式识别与智能系统  

周琼怡  硕士研究生  081104-模式识别与智能系统  

王搏  博士研究生  081203-计算机应用技术  

贺沁雯  硕士研究生  085211-计算机技术  

王亚飞  硕士研究生  085211-计算机技术  

魏玮  博士研究生  081104-模式识别与智能系统  

毛嘉宇  博士研究生  081104-模式识别与智能系统  

已指导学生

吕彬     博士研究生  081104-模式识别与智能系统  (与戴汝为院士联合指导)

李猛     博士研究生  081104-模式识别与智能系统

易建华  硕士研究生  081104-模式识别与智能系统  

李文静  博士研究生  081104-模式识别与智能系统  

戴岱  硕士研究生  081104-模式识别与智能系统  

缪倩文  博士研究生  081104-模式识别与智能系统  

王洁琼  博士研究生  081104-模式识别与智能系统  

陶超强  硕士研究生  085211-计算机技术  

周朋     硕士研究生   081104-模式识别与智能系统  

文宏伟  博士研究生  081104-模式识别与智能系统  

陈雪姣  博士研究生  081203-计算机应用技术  

陈智强  硕士研究生  085211-计算机技术  

方龙伟  博士研究生  081104-模式识别与智能系统  

李劲鹏  博士研究生  081104-模式识别与智能系统  

邢介震  硕士研究生  085211-计算机技术  

杜长德  博士研究生  081203-计算机应用技术