Table 18.
CNN Type | Method | TP | FN | TN | FP | SEN | SPE | ACC | F-1 | AUC | CPU Time |
---|---|---|---|---|---|---|---|---|---|---|---|
First CNN Architecture | Without LBP | 145,8 | 4,2 | 77,6 | 2,4 | 0,9720 | 0,9700 | 0,9713 | 0,9779 | 0,9970 | 0,8271 |
With LBP | 145,8 | 4,2 | 68,8 | 11,2 | 0,9720 | 0,8600 | 0,9330 | 0,9500 | 0,9883 | 0,8273 | |
Pipeline-1 | 148,2 | 1,8 | 77,2 | 2,8 | 0,9880 | 0,9650 | 0,9800 | 0,9847 | 0,9982 | 16,544 | |
Pipeline-2 | 147,0 | 3,0 | 78,0 | 2,0 | 0,9800 | 0,9750 | 0,9783 | 0,9833 | 0,9983 | 16,544 | |
Pipeline-3 | 148,4 | 1,6 | 76,4 | 3,6 | 0,9893 | 0,9550 | 0,9774 | 0,9828 | 0,9986 | 16,544 | |
Pipeline-4 | 145,6 | 4,4 | 78,4 | 1,6 | 0,9707 | 0,9800 | 0,9739 | 0,9798 | 0,9970 | 16,544 | |
Second CNN Architecture | Without LBP | 143,0 | 7,0 | 76,4 | 3,6 | 0,9533 | 0,9550 | 0,9539 | 0,9643 | 0,9902 | 14,416 |
With LBP | 142,6 | 7,4 | 67,2 | 12,8 | 0,9507 | 0,8400 | 0,9122 | 0,9340 | 0,9738 | 14,399 | |
Pipeline-1 | 148,0 | 2,0 | 77,4 | 2,6 | 0,9867 | 0,9675 | 0,9800 | 0,9847 | 0,9969 | 28,815 | |
Pipeline-2 | 144,2 | 5,8 | 77,4 | 2,6 | 0,9613 | 0,9675 | 0,9635 | 0,9717 | 0,9957 | 28,815 | |
Pipeline-3 | 148,0 | 2,0 | 75,6 | 4,4 | 0,9867 | 0,9450 | 0,9722 | 0,9789 | 0,9957 | 28,815 | |
Pipeline-4 | 143,0 | 7,0 | 78,2 | 1,8 | 0,9533 | 0,9775 | 0,9617 | 0,9701 | 0,9922 | 28,815 |