Table 7.
Position | Dictionary | Model-Method | ACC | Precision | Recall | F1 | BACC |
---|---|---|---|---|---|---|---|
1 | Gabor-125-20 | signal + coef-XGBoost | 0.777 | 0.744 | 0.689 | 0.709 | 0.688 |
2 | Gabor-250-20 | signal + coef + meta-LGBM | 0.777 | 0.745 | 0.690 | 0.711 | 0.690 |
6 | N/A | signal + meta-LGBM | 0.775 | 0.744 | 0.687 | 0.709 | 0.687 |
7 | KSVD-125-20 | signal + coef + meta-XGBoost | 0.775 | 0.745 | 0.683 | 0.706 | 0.683 |
8 | Gabor-250-20 | signal + coef-LGBM | 0.775 | 0.739 | 0.684 | 0.705 | 0.684 |
15 | N/A | signal + meta-XGBoost | 0.774 | 0.743 | 0.685 | 0.707 | 0.685 |
18 | N/A | signal-XGBoost | 0.774 | 0.741 | 0.680 | 0.702 | 0.679 |
23 | N/A | signal-LGBM | 0.773 | 0.741 | 0.684 | 0.706 | 0.684 |
37 | Gabor-250-20 | coef + meta-LGBM | 0.747 | 0.712 | 0.645 | 0.669 | 0.645 |
38 | Gabor-125-20 | coef + meta-XGBoost | 0.746 | 0.701 | 0.649 | 0.668 | 0.649 |
40 | Gabor-125-20 | coef-XGBoost | 0.744 | 0.704 | 0.644 | 0.665 | 0.643 |
48 | Gabor-125-20 | coef-LGBM | 0.741 | 0.698 | 0.645 | 0.664 | 0.645 |
69 | N/A | meta-LGBM | 0.464 | 0.337 | 0.288 | 0.278 | 0.288 |
70 | N/A | meta-XGBoost | 0.464 | 0.354 | 0.293 | 0.285 | 0.293 |