Table 1 Related Work: EEG and Signatures.
Study | Method Used | Headset Details | Participants (genuine + forged) | Total Samples | Mental Imagery | Motor Imagery | Physical Execution | Availability |
|---|---|---|---|---|---|---|---|---|
wavelet for EEG, PHOG for signs HMM classifier | Emotiv Epoc +, #channel: 14 (+ CMS/DRL) Saline based electrodes Set-up time: 20-30 minutes | 33 + 25 | 1650 | — | — | ✓ | — | |
DFT for EEG, geometric features for signs BLSTM classifier | Emotiv Epoc +, #channel: 14 (+ CMS/DRL) Saline based electrodes Set-up time: 20-30 minutes | 70 + 70 | 1400 | — | — | ✓ | — | |
SignEEG v1.0 | statistical and wavelet for EEG, statistical for signs traditional machine learning classifiers | Emotiv Insight, #channel: 5 (+ CMD/DRL) Semi-dry polymer sensors with primer fluid Set-up time: 1-2 minutes | 70 + 70 | 2043 × 3 | ✓ | ✓ | ✓ | ✓ |
