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Computational Intelligence and Neuroscience
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Special Issues
Computational Intelligence and Neuroscience
/
2021
/
Article
/
Tab 5
/
Research Article
CNN-Based Personal Identification System Using Resting State Electroencephalography
Table 5
Model loading time (T
model
) and averaged execution time for batch testing (T
batch
) for 1D-Convolutional LSTM and the proposed approach.
Model
Channels
T
model
(s)
T
batch
(s)
1D-Convolutional LSTM [
27
] (TensorFlow)
16
17.852
0.065
32
17.965
0.065
64
18.477
0.071
Proposed (PyTorch)
14
1.106
0.002
32
1.102
0.002
64
1.125
0.002