Table 2.
Position | Dictionary | Model-Method | ACC | Precision | Recall | F1 | BACC |
---|---|---|---|---|---|---|---|
1 | Gabor-1000-20 | LGBM-Mean | 0.736 | 0.692 | 0.613 | 0.634 | 0.613 |
12 | Gabor-125-20 | XGBoost-Mean | 0.729 | 0.676 | 0.613 | 0.632 | 0.613 |
39 | KSVD-125-10 | SVC-Mean | 0.724 | 0.673 | 0.611 | 0.632 | 0.611 |
60 | KSVD-250-5 | LGBM-Max | 0.72 | 0.668 | 0.624 | 0.641 | 0.624 |
93 | KSVD-500-5 | XGBoost-Max | 0.715 | 0.664 | 0.614 | 0.633 | 0.614 |
115 | KSVD-500-10 | SVC-Max | 0.709 | 0.667 | 0.573 | 0.593 | 0.573 |
150 | Gabor-125-20 | Random Forest-Mean | 0.703 | 0.658 | 0.555 | 0.574 | 0.554 |
159 | KSVD-250-20 | MLP-Mean | 0.703 | 0.635 | 0.613 | 0.622 | 0.613 |
187 | Gabor-125-20 | LGBM-Single | 0.699 | 0.645 | 0.588 | 0.607 | 0.588 |
222 | Gabor-125-20 | XGBoost-Single | 0.696 | 0.638 | 0.578 | 0.597 | 0.578 |
265 | DL-1000-10 | MLP-Max | 0.691 | 0.616 | 0.563 | 0.578 | 0.563 |
373 | KSVD-125-5 | SVC-Single | 0.681 | 0.631 | 0.551 | 0.573 | 0.551 |
393 | Gabor-125-10 | Random Forest-Single | 0.678 | 0.636 | 0.539 | 0.562 | 0.539 |
459 | KSVD-250-5 | Random Forest-Max | 0.671 | 0.651 | 0.522 | 0.549 | 0.522 |
564 | KSVD-62-5 | MLP-Single | 0.656 | 0.566 | 0.556 | 0.560 | 0.556 |
696 | Gabor-500-40 | KNeighbors-Mean | 0.632 | 0.597 | 0.468 | 0.482 | 0.468 |
698 | DL-1000-20 | GaussianNB-Mean | 0.631 | 0.519 | 0.495 | 0.502 | 0.494 |
718 | Gabor-125-5 | AdaBoost-Mean | 0.628 | 0.534 | 0.527 | 0.521 | 0.526 |
825 | KSVD-250-5 | Kneighbors-Max | 0.61 | 0.629 | 0.43 | 0.440 | 0.430 |
865 | DL-1000-10 | GaussianNB-Max | 0.603 | 0.498 | 0.465 | 0.473 | 0.465 |
943 | Gabor-125-10 | AdaBoost-Max | 0.586 | 0.489 | 0.499 | 0.478 | 0.499 |
950 | Gabor-125-10 | AdaBoost-Single | 0.585 | 0.485 | 0.486 | 0.472 | 0.486 |
971 | Gabor-125-5 | Decision Tree-Mean | 0.582 | 0.474 | 0.476 | 0.474 | 0.476 |
977 | Gabor-125-10 | Kneighbors-Single | 0.581 | 0.551 | 0.414 | 0.428 | 0.414 |
1086 | Gabor-125-20 | Decision Tree-Single | 0.56 | 0.458 | 0.458 | 0.457 | 0.458 |
1150 | DL-250-20 | GaussianNB-Single | 0.548 | 0.449 | 0.417 | 0.411 | 0.416 |
1176 | KSVD-1000-5 | Decision Tree-Max | 0.543 | 0.447 | 0.44 | 0.443 | 0.439 |