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vol 67 / April, 2024
Article

DOI 10.17586/0021-3454-2023-66-3-247-250

UDC 612.82; 159.931; 004.93

AUTOMATIC RECOGNITION OF VISUAL STIMULES BY SINGLE EVOKED POTENTIALS ON AN ELECTROENCEPHALOGRAM

M. Y. Marusina
ITMO University, Saint Petersburg, 197101, Russian Federation; Professor, Scientific Secretary


I. V. Burdaev
ITMO University, Faculty of Software Engineering and Computer Systems;


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Abstract. The necessity of increasing the efficiency of automatic classification of visual stimuli by single evoked potentials on the observer's electroencephalogram is substantiated. The factors affecting the accuracy of recognition of the type of presented visual stimuli (living/non-living, clear/blurred) are determined. A data processing algorithm is developed that makes it possible to identify significant differences in the amplitudes of single evoked potentials.
Keywords: recognition of single evoked potentials, deep learning methods, artificial neural networks

References:
  1. Kapralov N., Nagornova Zh., Shemyakina N. Informatics and Automation, 2021, no. 1(20), pp. 94–132, DOI: https://doi.org/10.15622/ia.2021.20.1.4
  2. Lotte F. et al. J. Neural. Eng., 2018, no. 3(15), pp. 031005.
  3. Zhao X., Zhao J., Liu C., Cai W. Biomed. Res. Int., 2020, vol. 2020, рр. 7285057
  4. Ponomarev S.V., Malashin R.O., Moiseenko G.A. Journal of Optical Technology, 2018, no. 8, pp. 499–506.
  5. Spaminato C., Palazzo S., Kavasidis I., Shah M. CVPR, 2017, https://arxiv.org/abs/1609.00344.
  6. Anodina-Andrievskaya E.M., Bozhokin S.V., Marusina M.Ya., Polonsky Yu.Z., Suvorov N.B. Journal of Instrument Engineering, 2011, no. 7(54), pp. 27–35. (in Russ.)
  7. Kiryakova T.N., Marusina M.Ya., Fedchenkov P.V. REJR, 2017, no. 2(7), pp. 117–127, DOI: 10.21569 / 2222-7415-2017-7-2-117-127.
  8. Marusina M.Ya., Karaseva E.A. Asian Pacific Journal of Cancer Prevention, 2018, no. 10(19), pp. 2771–2775, DOI: 10.22034 / APJCP.2018.19.10.2771.
  9. Marusina M.Y., Mochalina A.P., Frolova E.P., Satikov V.I., Barchuk A.A., Kuznetcov V.I., Gaidukov V.S., Tarakanov S.A. Asian Pacific Journal of Cancer Prevention, 2017, no. 1(18), pp. 51–55, DOI: 10.22034/APJCP.2017.18.1.51.
  10. Marusina M.Ya., Karaseva E.A. REJR, 2018, no. 3(8), pp. 107–112, DOI: 10.21569/2222-7415-2018-8-3-107-112.
  11. Tang Z., Sun S. Optik – International Journal for Light and Electron Optics, 2017, vol. 130, рр. 11–18.
  12. Malashin R.O. Journal of Optical Technology, 2016, no. 10(83), pp. 599–603.