Table 7 Performance analysis based on EEG database.
Approaches | Accuracy | Precision | Recall | Specificity | F1-Score | MCC | NPV | FPR | FNR |
|---|---|---|---|---|---|---|---|---|---|
Att-AENet18 | 0.9583 | 0.9478 | 0.9695 | 0.9473 | 0.9585 | 0.9169 | 0.9692 | 0.0527 | 0.0305 |
SVM19 | 0.954 | 0.9457 | 0.9632 | 0.9448 | 0.9544 | 0.9081 | 0.9625 | 0.0552 | 0.0368 |
2D-CNN22 | 0.9491 | 0.9412 | 0.9576 | 0.9407 | 0.9494 | 0.8984 | 0.9572 | 0.0593 | 0.0424 |
FCNN23 | 0.9469 | 0.9411 | 0.9534 | 0.9405 | 0.9472 | 0.894 | 0.9529 | 0.0595 | 0.0466 |
Proposed | 0.9789 | 0.9784 | 0.9794 | 0.9783 | 0.9789 | 0.9578 | 0.9794 | 0.0217 | 0.0206 |