Table 1 Results of models training and testing within each human state.
From: EEG temporal–spatial transformer for person identification
Method | EO | EC | PHY | IMA |
|---|---|---|---|---|
FuzzEn + SVM34 | 84.14 ± 0.83 | 83.73 ± 0.71 | 77.93 ± 0.59 | 80.84 ± 0.18 |
Raw + CNN34 | 96.89 ± 0.77 | 67.43 ± 47.36 | 97.96 ± 1.55 | 97.42 ± 0.83 |
Graph + Mahalanobis distance15 | 99.07 ± 0.19 | 97.56 ± 0.24 | 99.74 ± 0.13 | 99.61 ± 0.11 |
PLV + GCNN34 | 99.97 ± 0.03 | 99.88 ± 0.03 | 99.99 ± 0.02 | 100.00 ± 0.00 |
Lite transformer38 | 83.77 ± 17.39 | 85.57 ± 22.24 | 99.76 ± 0.01 | 99.65 ± 0.08 |
EA-transformer39 | 98.45 ± 1.17 | 98.19 ± 3.14 | 99.93 ± 0.00 | 99.90 ± 0.01 |
Ours | 100.00 ± 0.00 | 99.96 ± 0.06 | 99.97 ± 0.01 | 100.00 ± 0.00 |
