Table 7 Performance comparison of the existing works
From: Person authentication based on eye-closed and visual stimulation using EEG signals
Authors | Acquisition protocol | Type of EEG devices | Wired or wireless | Session | Duration | Performance measure |
|---|---|---|---|---|---|---|
Ma et al. [18] | Resting-state (EO and EC) | Research/clinical | Wired | 1 | 55 s for each task | Accuracy: 64–88% |
Armstrong et al. [14] | ERP (word items) | Research/clinical | Wired | 3 | Not mentioned | Accuracy: 82–97% |
Maria et al. [20] | ERP (images) | Research/clinical | Wired | 1 | 1 and half hour | Accuracy: 100% |
Sabeti et al. [21] | − Resting-state with EO − ERP (audio) | Research/clinical | Wired | 1 | − 2 min − 20 min | Accuracy: EC: 38.20–77.53% ERP: 23.76–99.06% |
Proposed method | − Resting-state with EC − ERP (word items) | Consumer | Wireless | 2 | − 30 s − 4 min | Accuracy: EC: 83.7–96.42% ERP: 87.64–99.06% |