From: Person authentication based on eye-closed and visual stimulation using EEG signals
Task | Classification measurement (averaged% ± standard deviation) | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
OVO | OVA | |||||||||
Acc. | Pre. | Sens. | Spec. | F1 | Acc. | Pre. | Sens. | Spec. | F1 | |
Eye-closed | 83.70 ± 4.3 | 86.58 ± 5.1 | 83.67 ± 4.5 | 97.67 ± 0.61 | 82.73 ± 5.2 | 96.23 ± 3.33 | 97.39 ± 3.1 | 98.44 ± 2.12 | 81.00 ± 23.30 | 97.87 ± 1.85 |
Visual stimulation | 96.91 ± 1.57 | 97.05 ± 1.53 | 96.77 ± 1.64 | 99.56 ± 0.22 | 96.81 ± 1.62 | 99.06 ± 0.85 | 99.58 ± 0.56 | 99.35 ± 0.86 | 96.83 ± 4.3 | 99.46 ± 0.48 |