Table 2.
Classification performance (F1 Score and Accuracy).
| Liking | Dominance | Valence | Arousal | |||||
|---|---|---|---|---|---|---|---|---|
| Max | Mean | Max | Mean | Max | Mean | Max | Mean | |
| EEG(F1) | 81.93 | 56.05 ± 9.6 | 88.5 | 52.9 ± 9.1 | 78.69 | 54.86 ± 9.3 | 88.23 | 57.64 ± 8.8 |
| EEG(Acc) | 72.5 | 51.85 ± 12.6 | 80.1 | 51.4 ± 12.1 | 77.59 | 55.76 ± 9.3 | 80.23 | 53.74 ± 8.8 |
| LOR-ROI (F1) | 78.5 | 56.8 ± 8.1 | 76.3 | 53.2 ± 9.1 | 74.3 | 54.9 ± 10.6 | 81.2 | 53.8 ± 10.2 |
| LOR-ROI(Acc) | 73.1 | 54.5 ± 10.1 | 71.2 | 51.9 ± 11.2 | 72.9 | 53.2 ± 8.4 | 73.41 | 56.6 ± 10.1 |
| MSP-ROI (F1) | 96.2 | (62.5 ± 9.7)◇** | 86.4 | (59.4 ± 9.6)◇** | 75.4 | (60.8 ± 10.1)◇◇** | 85.6 | (60.3 ± 8.5)◇** |
| MSP-ROI (Acc) | 92.7 | (57.3 ± 13.9)◇◇** | 75.3 | (58.3 ± 9.3)◇◇ | 72.1 | (58.6 ± 10.6)* | 77.6 | (52.8 ± 11.6)◇* |