Semiconductor Optoelectronics, Volume. 45, Issue 1, 152(2024)

EEG Classification Based on Dimensional Attention and Multi-scale Convolutional Networks

GU Xuejing1...2, YANG Zhaohui1,2, GUO Yucheng2,3 and XU Jingang1 |Show fewer author(s)
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  • 1[in Chinese]
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    References(10)

    [2] [2] Altuwaijri G A, Muhammad G, Altaheri H, et al. A multi-branch convolutional neural network with squeeze-and-excitation attention blocks for EEG-based motor imagery signals classification[J]. Diagnostics, 2022, 12(4): 995.

    [3] [3] Wang C, Wu Y, Wang C, et al. MI-EEG classification using Shannon complex wavelet and convolutional neural networks[J]. Applied Soft Computing, 2022, 130: 109685.

    [5] [5] Fan C, Yang H, Hou Z, et al. Bilinear neural network with 3-D attention for brain decoding of motor imagery movements from the human EEG[J]. Cogn. Neurodyn., 2021, 15: 181-189.

    [7] [7] Khademi Z, Ebrahimi F, Kordy H M. A review of critical challenges in MI-BCI: from conventional to deep learning methods[J]. J. Neurosci Methods, 2022, 383: 109736.

    [9] [9] Wang H, Yu H, Wang H. EEG_GENet: A feature-level graph embedding method for motor imagery classification based on EEG signals[J]. Biocybernet Biomed Eng., 2022, 42(3): 1023-1040.

    [10] [10] Song T F, Zheng W M, Song P, et al. EEG emotion recognition using dynamical graph convolutional neural networks[J]. IEEE Trans. on Affective Computing, 2020, 11(3): 532-541.

    [12] [12] Han Y, Wang B, Luo J, et al. A classification method for EEG motor imagery signals based on parallel convolutional neural network[J]. Biomed Signal Process Control, 2022, 71: 103190.

    [13] [13] Schirrmeister R T, Springenberg J T, Fiederer L D J, et al. Deep learning with convolutional neural networks for EEG decoding and visualization[J]. Human Brain Mapping, 2017, 38(11): 5391-5420.

    [16] [16] Schirrmeister R T, Springenberg J T, Fiederer L D J, et al. Deep learning with convolutional neural networks for EEG decoding and visualization[J]. Human Brain Mapping, 2017, 38(11): 5391-5420.

    [17] [17] Lawhern V J, Solon A J, Waytowich N R, et al. EEGNet: A compact convolutional network for EEG-based brain computer interfaces[J]. J. of Neural Engineering, 2016, 15(5): 056013.1-056013.17.

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    GU Xuejing, YANG Zhaohui, GUO Yucheng, XU Jingang. EEG Classification Based on Dimensional Attention and Multi-scale Convolutional Networks[J]. Semiconductor Optoelectronics, 2024, 45(1): 152

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    Paper Information

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    Received: Sep. 6, 2023

    Accepted: --

    Published Online: Jun. 25, 2024

    The Author Email:

    DOI:10.16818/j.issn1001-5868.2023090601

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