M/EEG source localization for both subcortical and cortical sources using a convolutional neural network with a realistic head conductivity model

被引:0
|
作者
Yokoyama, Hikaru [1 ,2 ]
Kaneko, Naotsugu [2 ]
Usuda, Noboru [3 ]
Kato, Tatsuya [2 ,4 ,5 ]
Khoo, Hui Ming [6 ]
Fukuma, Ryohei [6 ,7 ]
Oshino, Satoru [6 ]
Tani, Naoki [6 ]
Kishima, Haruhiko [6 ]
Yanagisawa, Takufumi [6 ,7 ]
Nakazawa, Kimitaka [2 ]
机构
[1] Institute of Engineering, Tokyo University of Agriculture and Technology, Koganei, Tokyo,184-8588, Japan
[2] Department of Life Sciences, Graduate School of Arts and Sciences, The University of Tokyo, Tokyo,153-8902, Japan
[3] Neural Prosthetics Project, Tokyo Metropolitan Institute of Medical Science, Setagaya, Tokyo,156-8506, Japan
[4] Sony Computer Science Laboratories. Inc., Tokyo,141-0022, Japan
[5] Japan Society for the Promotion of Science, Tokyo,102-0083, Japan
[6] Department of Neurosurgery, Graduate School of Medicine, Osaka University, Osaka, Suita,565-0871, Japan
[7] Institute for Advanced Co-Creation Studies, Osaka University Graduate School of Medicine, Osaka, Suita,565-0871, Japan
关键词
D O I
10.1063/5.0226457
中图分类号
学科分类号
摘要
Magnetoencephalography
引用
收藏
相关论文
共 50 条
  • [31] Evaluation of a new MEG-EEG spatio-temporal localization approach using a realistic source model
    Schwartz, DP
    Badier, JM
    Bihoué, P
    Bouliou, A
    BRAIN TOPOGRAPHY, 1999, 11 (04) : 279 - 289
  • [32] Evaluation of a New MEG-EEG Spatio-Temporal Localization Approach Using a Realistic Source Model
    D.P. Schwartz
    J.M. Badier
    P. Bihoué
    A. Bouliou
    Brain Topography, 1999, 11 : 279 - 289
  • [33] Improved cortical source localization of ICA-derived EEG components using a source scalp projection noise model
    Acar, Zeynep Akalin
    Makeig, Scott
    2020 IEEE 20TH INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING (BIBE 2020), 2020, : 543 - 547
  • [34] Effect of conductivity uncertainties on EEG source localization using a 2D finite element model
    Awada, KA
    Baumann, SB
    Jackson, DR
    PROCEEDINGS OF THE 19TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 19, PTS 1-6: MAGNIFICENT MILESTONES AND EMERGING OPPORTUNITIES IN MEDICAL ENGINEERING, 1997, 19 : 2124 - 2127
  • [35] Effect of conductivity uncertainties and modeling errors on EEG source localization using a 2-D model
    Awada, KA
    Jackson, DR
    Baumann, SB
    Williams, JT
    Wilton, DR
    Fink, PW
    Prasky, BR
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1998, 45 (09) : 1135 - 1145
  • [36] Automatic localization and segmentation of focal cortical dysplasia in FLAIR-negative patients using a convolutional neural network
    Feng, Cuixia
    Zhao, Hulin
    Li, Yueer
    Wen, Junhai
    JOURNAL OF APPLIED CLINICAL MEDICAL PHYSICS, 2020, 21 (09): : 215 - 226
  • [37] Emotion Recognition from Electroencephalogram (EEG) Signals Using a Multiple Column Convolutional Neural Network Model
    Jha S.K.
    Suvvari S.
    Kumar M.
    SN Computer Science, 5 (2)
  • [38] EEG Cortical Source Feature based Hand Kinematics Decoding using Residual CNN-LSTM Neural Network
    Jain, Anant
    Kumar, Lalan
    2023 45TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY, EMBC, 2023,
  • [39] Hierarchical Bayesian inference for the EEG inverse problem using realistic FE head models: Depth localization and source separation for focal primary currents
    Lucka, Felix
    Pursiainen, Sampsa
    Burger, Martin
    Wolters, Carsten H.
    NEUROIMAGE, 2012, 61 (04) : 1364 - 1382
  • [40] EEG-Based Emotion Recognition Using Convolutional Recurrent Neural Network with Multi-Head Self-Attention
    Hu, Zhangfang
    Chen, Libujie
    Luo, Yuan
    Zhou, Jingfan
    APPLIED SCIENCES-BASEL, 2022, 12 (21):