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Training and testing time for each subject (unit: s).
| Parameter | ShallowNet | DeepNet | EEGNet | CNN [34] | CapsNet (Proposed) |
|---|---|---|---|---|---|
| Training time/epoch | 0.03 | 0.26 | 0.05 | 0.02 | 0.07 |
| Training time/500 epochs (with early stopping) |
12.60 (6.65) |
130.68 (62.21) | 25.13 (13.57) | 8.11 | 37.47 |
| Testing time/epoch | 0.03 | 0.44 | 0.02 | 0.01 | 0.05 |
