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Average accuracy comparisons on the DEAP dataset using different features extracted from data with a length of 12 s between two networks.
| Network | Labels | PCC (%) | PCA (%) | SC (%) |
|---|---|---|---|---|
| CNN | Valence Arousal |
75.13 76.12 |
67.23 69.20 |
66.09 69.48 |
| Proposed network | Valence Arousal |
82.16 85.47 |
76.34 79.11 |
73.41 75.44 |
