Compact Artificial Neural Network Based on Task Attention for Individual SSVEP Recognition with Less Calibration.

Ze Wang,Chi Man Wong,Boyu Wang,Zhao Feng,Fengyu Cong,Feng Wan

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society（2023）

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摘要

Incorporating the prior knowledge of task into the ANN can make it more effective and efficient. The proposed ANN has a compact structure with less trainable parameters and thus requires less calibration with the prominent individual SSVEP recognition performance.

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关键词

Calibration,Task analysis,Electroencephalography,Brain modeling,Correlation,Visualization,Target recognition,Artificial neural network,attention layer,brain-computer interface,steady-state visual evoked potential

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