Research Article

CNN-Based Personal Identification System Using Resting State Electroencephalography

Table 5

Model loading time (Tmodel) and averaged execution time for batch testing (Tbatch) for 1D-Convolutional LSTM and the proposed approach.

ModelChannelsTmodel (s)Tbatch (s)

1D-Convolutional LSTM [27] (TensorFlow)1617.8520.065
3217.9650.065
6418.4770.071

Proposed (PyTorch)141.1060.002
321.1020.002
641.1250.002