Title:
ELECTROENCEPHALOGRAM SIGNAL CLASSIFICATION METHOD AND APPARATUS, AND DEVICE, STORAGE MEDIUM AND PROGRAM PRODUCT
Document Type and Number:
WIPO Patent Application WO/2022/179548
Kind Code:
A1
Abstract:
An electroencephalogram signal classification method and apparatus, and a device, a storage medium and a program product, which relate to the technical field of signal processing. The method comprises: acquiring a first electroencephalogram signal (201); acquiring respective time-frequency feature maps of at least two electrode signals in the first electroencephalogram signal (202); performing feature extraction on the basis of the respective time-frequency feature maps of the at least two electrode signals, so as to obtain a first extracted-feature map (203); performing attention-mechanism-based weighting processing on the first extracted-feature map, so as to acquire an attention feature map (204); and on the basis of the attention feature map, acquiring a motor imagery type of the first electroencephalogram signal (205).
Inventors:
LIU LUYAN (CN)
MA KAI (CN)
ZHENG YEFENG (CN)
MA KAI (CN)
ZHENG YEFENG (CN)
Application Number:
PCT/CN2022/077619
Publication Date:
September 01, 2022
Filing Date:
February 24, 2022
Export Citation:
Assignee:
TENCENT TECH SHENZHEN CO LTD (CN)
International Classes:
A61B5/372; A61B5/369; G06N3/04
Foreign References:
| CN113693613A | 2021-11-26 | |||
| CN111317468A | 2020-06-23 | |||
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| CN108245763A | 2018-07-06 | |||
| CN110531861A | 2019-12-03 | |||
| CN111714118A | 2020-09-29 | |||
| CN111184511A | 2020-05-22 | |||
| CN112257658A | 2021-01-22 | |||
| CN112244774A | 2021-01-22 | |||
| US20190332931A1 | 2019-10-31 | |||
| CN110610168A | 2019-12-24 | |||
| CN111728609A | 2020-10-02 |
Other References:
YANG JUN, MA ZHENGMIN;SHEN TAO;CHEN ZHUANGFEI;SONG YAOLIAN: "Multichannel MI-EEG Feature Decoding Based on Deep Learning", JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY, ZHONGGUO KEXUEYUAN DIANZIXUE YANJIUSUO,CHINESE ACADEMY OF SCIENCES, INSTITUTE OF ELECTRONICS, CN, vol. 43, no. 1, 31 January 2021 (2021-01-31), CN , pages 196 - 203, XP055961286, ISSN: 1009-5896, DOI: 10.11999/JEIT190300
LEE, SEONG-WHAN ; LI, STAN Z: "SAT 2015 18th International Conference, Austin, TX, USA, September 24-27, 2015", vol. 11211 Chap.1, 6 October 2018, SPRINGER , Berlin, Heidelberg , ISBN: 3540745491, article WOO SANGHYUN; PARK JONGCHAN; LEE JOON-YOUNG; KWEON IN SO: "CBAM: Convolutional Block Attention Module", pages: 3 - 19, XP047488240, 032548, DOI: 10.1007/978-3-030-01234-2_1
SHENG LEI: "Reasearch on Classification of P300 EEG Signals", CHINA MASTER’S THESES FULL-TEXT DATABASE, vol. A006-256, no. 8, 15 August 2021 (2021-08-15), XP055961276
LEE, SEONG-WHAN ; LI, STAN Z: "SAT 2015 18th International Conference, Austin, TX, USA, September 24-27, 2015", vol. 11211 Chap.1, 6 October 2018, SPRINGER , Berlin, Heidelberg , ISBN: 3540745491, article WOO SANGHYUN; PARK JONGCHAN; LEE JOON-YOUNG; KWEON IN SO: "CBAM: Convolutional Block Attention Module", pages: 3 - 19, XP047488240, 032548, DOI: 10.1007/978-3-030-01234-2_1
SHENG LEI: "Reasearch on Classification of P300 EEG Signals", CHINA MASTER’S THESES FULL-TEXT DATABASE, vol. A006-256, no. 8, 15 August 2021 (2021-08-15), XP055961276
Attorney, Agent or Firm:
BEIJING SAN GAO YONG XIN INTELLECTUAL PROPERTY AGENCY CO., LTD. (CN)
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