Table 1 Comparison of Proposed Model with the state-of-the-art existing works.
Dataset used(EEG) | Models | Accuracy (%) | Sensitivity (%) | Specificity (%) | F1-score (%) | PPV (%) | NPV (%) |
|---|---|---|---|---|---|---|---|
22 EEG channels from 36 subjects24 | LSTM | 91.67 | 83.33 | 94.22 | 81.88 | 80.56 | 95.00 |
128 EEG channels from 22 subjects25 | NB | 94.60 | 98.30 | 93.30 | N/A | N/A | N/A |
19 EEG channels from 36 subjects26 | KNN | 96.60 | 97.00 | 96.80 | 96.90 | 96.80 | 97.00 |
28 EEG channels from 15 subjects27 | CNN-LSTM | 94.83 | 93.10 | 96.55 | 94.75 | 96.43 | 93.33 |
14 EEG channels from 48 subjects28 | BLSTM | 86.33 | 86.88 | 70.59 | N/A | 98.91 | N/A |
19 EEG channels from 36 subjects3 | CNN-BILSTM | 99.20 | 98.50 | 99.40 | 98.40 | 98.40 | 99.40 |
19 EEG channels from 36 subjects (Proposed) | CSNN | 98.61 | 100.00 | 97.30 | 98.60 | 97.22 | 100.00 |
