Table 12.
CNN Type | Method | TP | FN | TN | FP | SEN | SPE | ACC | F-1 | AUC | CPU Time |
---|---|---|---|---|---|---|---|---|---|---|---|
First CNN Architecture | Without LBP | 146,4 | 3,6 | 77,4 | 2,6 | 0,9760 | 0,9675 | 0,9730 | 0,9792 | 0,9972 | 0,6033 |
With LBP | 145,6 | 4,4 | 73,6 | 6,4 | 0,9707 | 0,9200 | 0,9530 | 0,9643 | 0,9889 | 0,5979 | |
Pipeline-1 | 147,8 | 2,2 | 77,0 | 3,0 | 0,9853 | 0,9625 | 0,9774 | 0,9827 | 0,9980 | 12,012 | |
Pipeline-2 | 146,6 | 3,4 | 77,4 | 2,6 | 0,9773 | 0,9675 | 0,9739 | 0,9799 | 0,9981 | 12,012 | |
Pipeline-3 | 148,2 | 1,8 | 76,4 | 3,6 | 0,9880 | 0,9550 | 0,9765 | 0,9821 | 0,9985 | 12,012 | |
Pipeline-4 | 146,0 | 4,0 | 78,0 | 2,0 | 0,9733 | 0,9750 | 0,9739 | 0,9799 | 0,9977 | 12,012 | |
Second CNN Architecture | Without LBP | 141,0 | 9,0 | 77,2 | 2,8 | 0,9400 | 0,9650 | 0,9487 | 0,9599 | 0,9803 | 12,156 |
With LBP | 143,6 | 6,4 | 60,2 | 19,8 | 0,9573 | 0,7525 | 0,8861 | 0,9167 | 0,9645 | 12,086 | |
Pipeline-1 | 146,8 | 3,2 | 75,8 | 4,2 | 0,9787 | 0,9475 | 0,9678 | 0,9754 | 0,9923 | 24,243 | |
Pipeline-2 | 143,0 | 7,0 | 77,4 | 2,6 | 0,9533 | 0,9675 | 0,9583 | 0,9675 | 0,9909 | 24,243 | |
Pipeline-3 | 146,8 | 3,2 | 74,8 | 5,2 | 0,9787 | 0,9350 | 0,9635 | 0,9722 | 0,9898 | 24,243 | |
Pipeline-4 | 141,0 | 9,0 | 78,2 | 1,8 | 0,9400 | 0,9775 | 0,9530 | 0,9631 | 0,9849 | 24,243 |