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For: Wan Z, Li M, Liu S, Huang J, Tan H, Duan W. EEGformer: A transformer-based brain activity classification method using EEG signal. Front Neurosci 2023;17:1148855. [PMID: 37034169 PMCID: PMC10079879 DOI: 10.3389/fnins.2023.1148855] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Accepted: 03/06/2023] [Indexed: 04/11/2023]  Open
Number Cited by Other Article(s)
1
Huang Y, Chen Y, Xu S, Wu D, Wu X. Self-Supervised Learning with Adaptive Frequency-Time Attention Transformer for Seizure Prediction and Classification. Brain Sci 2025;15:382. [PMID: 40309845 PMCID: PMC12025975 DOI: 10.3390/brainsci15040382] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2025] [Revised: 03/08/2025] [Accepted: 03/12/2025] [Indexed: 05/02/2025]  Open
2
Andronache C, Curǎvale D, Nicolae IE, Neacşu AA, Nicolae G, Ivanovici M. Tackling the possibility of extracting a brain digital fingerprint based on personal hobbies predilection. Front Neurosci 2025;19:1487175. [PMID: 40143846 PMCID: PMC11937079 DOI: 10.3389/fnins.2025.1487175] [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: 08/27/2024] [Accepted: 02/24/2025] [Indexed: 03/28/2025]  Open
3
Xu M, Jiao J, Chen D, Ding Y, Chen Q, Wu J, Gu P, Pan Y, Peng X, Xiao N, Yang B, Li Q, Guo J. REI-Net: A Reference Electrode Standardization Interpolation Technique Based 3D CNN for Motor Imagery Classification. IEEE J Biomed Health Inform 2025;29:2136-2147. [PMID: 40030217 DOI: 10.1109/jbhi.2024.3498916] [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: 03/08/2025]
4
Jia X, Chen J, Liu K, Wang Q, He J. Multimodal depression detection based on an attention graph convolution and transformer. MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2025;22:652-676. [PMID: 40083285 DOI: 10.3934/mbe.2025024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/16/2025]
5
Vafaei E, Hosseini M. Transformers in EEG Analysis: A Review of Architectures and Applications in Motor Imagery, Seizure, and Emotion Classification. SENSORS (BASEL, SWITZERLAND) 2025;25:1293. [PMID: 40096020 PMCID: PMC11902326 DOI: 10.3390/s25051293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/10/2025] [Revised: 02/17/2025] [Accepted: 02/18/2025] [Indexed: 03/19/2025]
6
Feng X, Guo Z, Kwong S. ID3RSNet: cross-subject driver drowsiness detection from raw single-channel EEG with an interpretable residual shrinkage network. Front Neurosci 2025;18:1508747. [PMID: 39844854 PMCID: PMC11751225 DOI: 10.3389/fnins.2024.1508747] [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: 10/09/2024] [Accepted: 12/24/2024] [Indexed: 01/24/2025]  Open
7
Liu Z, Zhao J. Leveraging deep learning for robust EEG analysis in mental health monitoring. Front Neuroinform 2025;18:1494970. [PMID: 39829439 PMCID: PMC11739345 DOI: 10.3389/fninf.2024.1494970] [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: 09/11/2024] [Accepted: 12/02/2024] [Indexed: 01/22/2025]  Open
8
Lu W, Xia L, Tan TP, Ma H. CIT-EmotionNet: convolution interactive transformer network for EEG emotion recognition. PeerJ Comput Sci 2024;10:e2610. [PMID: 39896395 PMCID: PMC11784834 DOI: 10.7717/peerj-cs.2610] [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: 02/13/2024] [Accepted: 11/25/2024] [Indexed: 02/04/2025]
9
Zhang X, Landsness EC, Miao H, Chen W, Tang MJ, Brier LM, Culver JP, Lee JM, Anastasio MA. Attention-based CNN-BiLSTM for sleep state classification of spatiotemporal wide-field calcium imaging data. J Neurosci Methods 2024;411:110250. [PMID: 39151658 PMCID: PMC12104862 DOI: 10.1016/j.jneumeth.2024.110250] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Revised: 08/03/2024] [Accepted: 08/13/2024] [Indexed: 08/19/2024]
10
Lee MH, Shomanov A, Begim B, Kabidenova Z, Nyssanbay A, Yazici A, Lee SW. EAV: EEG-Audio-Video Dataset for Emotion Recognition in Conversational Contexts. Sci Data 2024;11:1026. [PMID: 39300129 PMCID: PMC11413008 DOI: 10.1038/s41597-024-03838-4] [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: 12/27/2023] [Accepted: 08/29/2024] [Indexed: 09/22/2024]  Open
11
Ma W, Zheng Y, Li T, Li Z, Li Y, Wang L. A comprehensive review of deep learning in EEG-based emotion recognition: classifications, trends, and practical implications. PeerJ Comput Sci 2024;10:e2065. [PMID: 38855206 PMCID: PMC11157589 DOI: 10.7717/peerj-cs.2065] [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: 11/01/2023] [Accepted: 04/25/2024] [Indexed: 06/11/2024]
12
Zuo Q, Li R, Shi B, Hong J, Zhu Y, Chen X, Wu Y, Guo J. U-shaped convolutional transformer GAN with multi-resolution consistency loss for restoring brain functional time-series and dementia diagnosis. Front Comput Neurosci 2024;18:1387004. [PMID: 38694950 PMCID: PMC11061376 DOI: 10.3389/fncom.2024.1387004] [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: 02/16/2024] [Accepted: 04/02/2024] [Indexed: 05/04/2024]  Open
13
Wang C, Xiao Z, Xu Y, Zhang Q, Chen J. A novel approach for ASD recognition based on graph attention networks. Front Comput Neurosci 2024;18:1388083. [PMID: 38659616 PMCID: PMC11039788 DOI: 10.3389/fncom.2024.1388083] [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: 02/19/2024] [Accepted: 04/02/2024] [Indexed: 04/26/2024]  Open
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