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For: Luo TJ, Zhou CL, Chao F. Exploring spatial-frequency-sequential relationships for motor imagery classification with recurrent neural network. BMC Bioinformatics 2018;19:344. [PMID: 30268089 PMCID: PMC6162908 DOI: 10.1186/s12859-018-2365-1] [Citation(s) in RCA: 33] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2018] [Accepted: 09/10/2018] [Indexed: 11/27/2022]  Open
Number Cited by Other Article(s)
1
Wan X, Liu Z, Yao Y, Wan Hasan WZ, Liu T, Duan D, Xie X, Wen D. Data Uncertainty (DU)-Former: An Episodic Memory Electroencephalography Classification Model for Pre- and Post-Training Assessment. Bioengineering (Basel) 2025;12:359. [PMID: 40281719 PMCID: PMC12025254 DOI: 10.3390/bioengineering12040359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2025] [Revised: 03/25/2025] [Accepted: 03/27/2025] [Indexed: 04/29/2025]  Open
2
Yang Y, Zhao H, Hao Z, Shi C, Zhou L, Yao X. Recognition of brain activities via graph-based long short-term memory-convolutional neural network. Front Neurosci 2025;19:1546559. [PMID: 40196232 PMCID: PMC11973346 DOI: 10.3389/fnins.2025.1546559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2024] [Accepted: 03/07/2025] [Indexed: 04/09/2025]  Open
3
Yan Y, Li J, Yin M. EEG-based recognition of hand movement and its parameter. J Neural Eng 2025;22:026006. [PMID: 40009879 DOI: 10.1088/1741-2552/adba8a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2024] [Accepted: 02/26/2025] [Indexed: 02/28/2025]
4
Wu Y, Cao P, Xu M, Zhang Y, Lian X, Yu C. Adaptive GCN and Bi-GRU-Based Dual Branch for Motor Imagery EEG Decoding. SENSORS (BASEL, SWITZERLAND) 2025;25:1147. [PMID: 40006375 PMCID: PMC11858896 DOI: 10.3390/s25041147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/18/2024] [Revised: 02/08/2025] [Accepted: 02/10/2025] [Indexed: 02/27/2025]
5
Liao W, Miao Z, Liang S, Zhang L, Li C. A composite improved attention convolutional network for motor imagery EEG classification. Front Neurosci 2025;19:1543508. [PMID: 39981403 PMCID: PMC11841462 DOI: 10.3389/fnins.2025.1543508] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2024] [Accepted: 01/23/2025] [Indexed: 02/22/2025]  Open
6
Luo TJ, Li J, Li R, Zhang X, Wu SR, Peng H. Motion Cognitive Decoding of Cross-Subject Motor Imagery Guided on Different Visual Stimulus Materials. J Integr Neurosci 2024;23:218. [PMID: 39735964 DOI: 10.31083/j.jin2312218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Revised: 09/09/2024] [Accepted: 09/13/2024] [Indexed: 12/31/2024]  Open
7
Li M, Li J, Zheng X, Ge J, Xu G. MSHANet: a multi-scale residual network with hybrid attention for motor imagery EEG decoding. Cogn Neurodyn 2024;18:3463-3476. [PMID: 39712122 PMCID: PMC11655790 DOI: 10.1007/s11571-024-10127-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2023] [Revised: 04/14/2024] [Accepted: 05/07/2024] [Indexed: 12/24/2024]  Open
8
Zhang X, Wang Y, Tang Y, Wang Z. Adaptive filter of frequency bands based coordinate attention network for EEG-based motor imagery classification. Health Inf Sci Syst 2024;12:11. [PMID: 38404713 PMCID: PMC10890995 DOI: 10.1007/s13755-024-00270-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 01/03/2024] [Indexed: 02/27/2024]  Open
9
Ma X, Chen W, Pei Z, Zhang J. An attention-based motor imagery brain-computer interface system for lower limb exoskeletons. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2024;95:125113. [PMID: 39718409 DOI: 10.1063/5.0243337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2024] [Accepted: 11/30/2024] [Indexed: 12/25/2024]
10
Li D, Li K, Xia Y, Dong J, Lu R. Joint hybrid recursive feature elimination based channel selection and ResGCN for cross session MI recognition. Sci Rep 2024;14:23549. [PMID: 39384601 PMCID: PMC11464737 DOI: 10.1038/s41598-024-73536-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Accepted: 09/18/2024] [Indexed: 10/11/2024]  Open
11
Jiang E, Huang T, Yin X. A combination of deep learning models and type-2 fuzzy for EEG motor imagery classification through spatiotemporal-frequency features. J Med Eng Technol 2024;48:262-275. [PMID: 39950750 DOI: 10.1080/03091902.2025.2463577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2024] [Revised: 01/29/2025] [Accepted: 02/01/2025] [Indexed: 02/27/2025]
12
Li J, Shi W, Li Y. An effective classification approach for EEG-based motor imagery tasks combined with attention mechanisms. Cogn Neurodyn 2024;18:2689-2707. [PMID: 39555298 PMCID: PMC11564468 DOI: 10.1007/s11571-024-10115-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 03/28/2024] [Accepted: 04/09/2024] [Indexed: 11/19/2024]  Open
13
El Ouahidi Y, Gripon V, Pasdeloup B, Bouallegue G, Farrugia N, Lioi G. A Strong and Simple Deep Learning Baseline for BCI Motor Imagery Decoding. IEEE Trans Neural Syst Rehabil Eng 2024;32:3338-3347. [PMID: 39196743 DOI: 10.1109/tnsre.2024.3451010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/30/2024]
14
Zhao W, Jiang X, Zhang B, Xiao S, Weng S. CTNet: a convolutional transformer network for EEG-based motor imagery classification. Sci Rep 2024;14:20237. [PMID: 39215126 PMCID: PMC11364810 DOI: 10.1038/s41598-024-71118-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Accepted: 08/26/2024] [Indexed: 09/04/2024]  Open
15
Xie X, Chen L, Qin S, Zha F, Fan X. Bidirectional feature pyramid attention-based temporal convolutional network model for motor imagery electroencephalogram classification. Front Neurorobot 2024;18:1343249. [PMID: 38352723 PMCID: PMC10861766 DOI: 10.3389/fnbot.2024.1343249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Accepted: 01/15/2024] [Indexed: 02/16/2024]  Open
16
Wang X, Liesaputra V, Liu Z, Wang Y, Huang Z. An in-depth survey on Deep Learning-based Motor Imagery Electroencephalogram (EEG) classification. Artif Intell Med 2024;147:102738. [PMID: 38184362 DOI: 10.1016/j.artmed.2023.102738] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Revised: 10/16/2023] [Accepted: 11/28/2023] [Indexed: 01/08/2024]
17
Sharma N, Upadhyay A, Sharma M, Singhal A. Deep temporal networks for EEG-based motor imagery recognition. Sci Rep 2023;13:18813. [PMID: 37914729 PMCID: PMC10620382 DOI: 10.1038/s41598-023-41653-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2022] [Accepted: 08/29/2023] [Indexed: 11/03/2023]  Open
18
Zhang C, Chu H, Ma M. Decoding Algorithm of Motor Imagery Electroencephalogram Signal Based on CLRNet Network Model. SENSORS (BASEL, SWITZERLAND) 2023;23:7694. [PMID: 37765751 PMCID: PMC10536050 DOI: 10.3390/s23187694] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 08/02/2023] [Accepted: 08/23/2023] [Indexed: 09/29/2023]
19
Huang Y, Zheng J, Xu B, Li X, Liu Y, Wang Z, Feng H, Cao S. An improved model using convolutional sliding window-attention network for motor imagery EEG classification. Front Neurosci 2023;17:1204385. [PMID: 37662108 PMCID: PMC10469504 DOI: 10.3389/fnins.2023.1204385] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Accepted: 07/26/2023] [Indexed: 09/05/2023]  Open
20
Zhang S, Shi E, Wu L, Wang R, Yu S, Liu Z, Xu S, Liu T, Zhao S. Differentiating brain states via multi-clip random fragment strategy-based interactive bidirectional recurrent neural network. Neural Netw 2023;165:1035-1049. [PMID: 37473638 DOI: 10.1016/j.neunet.2023.06.040] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2022] [Revised: 05/25/2023] [Accepted: 06/27/2023] [Indexed: 07/22/2023]
21
Dong Y, Wen X, Gao F, Gao C, Cao R, Xiang J, Cao R. Subject-Independent EEG Classification of Motor Imagery Based on Dual-Branch Feature Fusion. Brain Sci 2023;13:1109. [PMID: 37509039 PMCID: PMC10377689 DOI: 10.3390/brainsci13071109] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2023] [Revised: 07/13/2023] [Accepted: 07/19/2023] [Indexed: 07/30/2023]  Open
22
Sun C, Mou C. Survey on the research direction of EEG-based signal processing. Front Neurosci 2023;17:1203059. [PMID: 37521708 PMCID: PMC10372445 DOI: 10.3389/fnins.2023.1203059] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Accepted: 06/16/2023] [Indexed: 08/01/2023]  Open
23
Tan X, Wang D, Chen J, Xu M. Transformer-Based Network with Optimization for Cross-Subject Motor Imagery Identification. Bioengineering (Basel) 2023;10:bioengineering10050609. [PMID: 37237679 DOI: 10.3390/bioengineering10050609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2023] [Revised: 05/14/2023] [Accepted: 05/16/2023] [Indexed: 05/28/2023]  Open
24
Long T, Wan M, Jian W, Dai H, Nie W, Xu J. Application of multi-task transfer learning: The combination of EA and optimized subband regularized CSP to classification of 8-channel EEG signals with small dataset. Front Hum Neurosci 2023;17:1143027. [PMID: 37056962 PMCID: PMC10089123 DOI: 10.3389/fnhum.2023.1143027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 03/03/2023] [Indexed: 03/30/2023]  Open
25
Huang X, Liang S, Zhang Y, Zhou N, Pedrycz W, Choi KS. Relation Learning Using Temporal Episodes for Motor Imagery Brain-Computer Interfaces. IEEE Trans Neural Syst Rehabil Eng 2023;31:530-543. [PMID: 37015468 DOI: 10.1109/tnsre.2022.3228216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
26
A Review of Online Classification Performance in Motor Imagery-Based Brain–Computer Interfaces for Stroke Neurorehabilitation. SIGNALS 2023. [DOI: 10.3390/signals4010004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]  Open
27
Sorkhi M, Jahed-Motlagh MR, Minaei-Bidgoli B, Daliri MR. Hybrid fuzzy deep neural network toward temporal-spatial-frequency features learning of motor imagery signals. Sci Rep 2022;12:22334. [PMID: 36567362 PMCID: PMC9790889 DOI: 10.1038/s41598-022-26882-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Accepted: 12/21/2022] [Indexed: 12/26/2022]  Open
28
Kim J, Jiang X, Forenzo D, Liu Y, Anderson N, Greco CM, He B. Immediate effects of short-term meditation on sensorimotor rhythm-based brain-computer interface performance. Front Hum Neurosci 2022;16:1019279. [PMID: 36606248 PMCID: PMC9807599 DOI: 10.3389/fnhum.2022.1019279] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2022] [Accepted: 11/25/2022] [Indexed: 12/24/2022]  Open
29
Wang G, Cerf M. Brain-Computer Interface using neural network and temporal-spectral features. Front Neuroinform 2022;16:952474. [PMID: 36277476 PMCID: PMC9580359 DOI: 10.3389/fninf.2022.952474] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 08/24/2022] [Indexed: 11/24/2022]  Open
30
Xie J, Zhang J, Sun J, Ma Z, Qin L, Li G, Zhou H, Zhan Y. A Transformer-Based Approach Combining Deep Learning Network and Spatial-Temporal Information for Raw EEG Classification. IEEE Trans Neural Syst Rehabil Eng 2022;30:2126-2136. [PMID: 35914032 DOI: 10.1109/tnsre.2022.3194600] [Citation(s) in RCA: 58] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
31
Li L, Sun N. Attention-Based DSC-ConvLSTM for Multiclass Motor Imagery Classification. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE 2022;2022:8187009. [PMID: 35571721 PMCID: PMC9098272 DOI: 10.1155/2022/8187009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Revised: 03/25/2022] [Accepted: 03/31/2022] [Indexed: 11/28/2022]
32
Hou Y, Jia S, Lun X, Zhang S, Chen T, Wang F, Lv J. Deep Feature Mining via the Attention-Based Bidirectional Long Short Term Memory Graph Convolutional Neural Network for Human Motor Imagery Recognition. Front Bioeng Biotechnol 2022;9:706229. [PMID: 35223807 PMCID: PMC8873790 DOI: 10.3389/fbioe.2021.706229] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Accepted: 12/30/2021] [Indexed: 11/13/2022]  Open
33
Gu X, Cao Z, Jolfaei A, Xu P, Wu D, Jung TP, Lin CT. EEG-Based Brain-Computer Interfaces (BCIs): A Survey of Recent Studies on Signal Sensing Technologies and Computational Intelligence Approaches and Their Applications. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2021;18:1645-1666. [PMID: 33465029 DOI: 10.1109/tcbb.2021.3052811] [Citation(s) in RCA: 93] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
34
Altaheri H, Muhammad G, Alsulaiman M, Amin SU, Altuwaijri GA, Abdul W, Bencherif MA, Faisal M. Deep learning techniques for classification of electroencephalogram (EEG) motor imagery (MI) signals: a review. Neural Comput Appl 2021. [DOI: 10.1007/s00521-021-06352-5] [Citation(s) in RCA: 107] [Impact Index Per Article: 26.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
35
Stieger JR, Engel SA, Suma D, He B. Benefits of deep learning classification of continuous noninvasive brain-computer interface control. J Neural Eng 2021;18. [PMID: 34038873 DOI: 10.1088/1741-2552/ac0584] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Accepted: 05/26/2021] [Indexed: 11/12/2022]
36
Kumar S, Tsunoda T, Sharma A. SPECTRA: a tool for enhanced brain wave signal recognition. BMC Bioinformatics 2021;22:195. [PMID: 34078274 PMCID: PMC8170968 DOI: 10.1186/s12859-021-04091-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2021] [Accepted: 03/21/2021] [Indexed: 12/31/2022]  Open
37
Rashid M, Bari BS, Hasan MJ, Razman MAM, Musa RM, Ab Nasir AF, P.P. Abdul Majeed A. The classification of motor imagery response: an accuracy enhancement through the ensemble of random subspace k-NN. PeerJ Comput Sci 2021;7:e374. [PMID: 33817022 PMCID: PMC7959631 DOI: 10.7717/peerj-cs.374] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Accepted: 01/06/2021] [Indexed: 05/27/2023]
38
A Densely Connected Multi-Branch 3D Convolutional Neural Network for Motor Imagery EEG Decoding. Brain Sci 2021;11:brainsci11020197. [PMID: 33562623 PMCID: PMC7915824 DOI: 10.3390/brainsci11020197] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2020] [Revised: 01/20/2021] [Accepted: 02/02/2021] [Indexed: 11/17/2022]  Open
39
Liu X, Lv L, Shen Y, Xiong P, Yang J, Liu J. Multiscale space-time-frequency feature-guided multitask learning CNN for motor imagery EEG classification. J Neural Eng 2021;18. [PMID: 33395676 DOI: 10.1088/1741-2552/abd82b] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Accepted: 01/04/2021] [Indexed: 11/11/2022]
40
Xue J, Ren F, Sun X, Yin M, Wu J, Ma C, Gao Z. A Multifrequency Brain Network-Based Deep Learning Framework for Motor Imagery Decoding. Neural Plast 2020;2020:8863223. [PMID: 33505456 PMCID: PMC7787825 DOI: 10.1155/2020/8863223] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Revised: 10/22/2020] [Accepted: 11/04/2020] [Indexed: 12/11/2022]  Open
41
Zhang S, Zhu Z, Zhang B, Feng B, Yu T, Li Z. The CSP-Based New Features Plus Non-Convex Log Sparse Feature Selection for Motor Imagery EEG Classification. SENSORS 2020;20:s20174749. [PMID: 32842635 PMCID: PMC7506901 DOI: 10.3390/s20174749] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/03/2020] [Revised: 08/11/2020] [Accepted: 08/18/2020] [Indexed: 11/16/2022]
42
Rashid M, Sulaiman N, P P Abdul Majeed A, Musa RM, Ab Nasir AF, Bari BS, Khatun S. Current Status, Challenges, and Possible Solutions of EEG-Based Brain-Computer Interface: A Comprehensive Review. Front Neurorobot 2020;14:25. [PMID: 32581758 PMCID: PMC7283463 DOI: 10.3389/fnbot.2020.00025] [Citation(s) in RCA: 149] [Impact Index Per Article: 29.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2019] [Accepted: 04/08/2020] [Indexed: 12/12/2022]  Open
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Luo TJ, Fan Y, Chen L, Guo G, Zhou C. EEG Signal Reconstruction Using a Generative Adversarial Network With Wasserstein Distance and Temporal-Spatial-Frequency Loss. Front Neuroinform 2020;14:15. [PMID: 32425763 PMCID: PMC7204859 DOI: 10.3389/fninf.2020.00015] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Accepted: 03/16/2020] [Indexed: 11/16/2022]  Open
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Wang L, Huang W, Yang Z, Zhang C. Temporal-spatial-frequency depth extraction of brain-computer interface based on mental tasks. Biomed Signal Process Control 2020. [DOI: 10.1016/j.bspc.2020.101845] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
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Zhang S, Wang K, Xu M, Wang Z, Chen L, Wang F, Zhang L, Ming D. Analysis and Classification for Single-Trial EEG Induced by Sequential Finger Movements. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2020;2019:4541-4544. [PMID: 31946875 DOI: 10.1109/embc.2019.8857117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Zhao X, Zhang H, Zhu G, You F, Kuang S, Sun L. A Multi-Branch 3D Convolutional Neural Network for EEG-Based Motor Imagery Classification. IEEE Trans Neural Syst Rehabil Eng 2019;27:2164-2177. [DOI: 10.1109/tnsre.2019.2938295] [Citation(s) in RCA: 93] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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