Table 13.
CNN Type | Method | TP | FN | TN | FP | SEN | SPE | ACC | F-1 | AUC | CPU Time |
---|---|---|---|---|---|---|---|---|---|---|---|
First CNN Architecture | Without LBP | 145,0 | 5,0 | 322,0 | 4,0 | 0,9667 | 0,9877 | 0,9811 | 0,9699 | 0,9970 | 0,7587 |
With LBP | 134,8 | 15,2 | 312,0 | 14,0 | 0,8987 | 0,9571 | 0,9387 | 0,9022 | 0,9861 | 0,7578 | |
Pipeline-1 | 147,2 | 2,8 | 322,0 | 4,0 | 0,9813 | 0,9877 | 0,9857 | 0,9774 | 0,9981 | 15,164 | |
Pipeline-2 | 146,0 | 4,0 | 322,2 | 3,8 | 0,9733 | 0,9883 | 0,9836 | 0,9740 | 0,9982 | 15,164 | |
Pipeline-3 | 147,6 | 2,4 | 321,0 | 5,0 | 0,9840 | 0,9847 | 0,9845 | 0,9755 | 0,9985 | 15,164 | |
Pipeline-4 | 144,6 | 5,4 | 323,0 | 3,0 | 0,9640 | 0,9908 | 0,9824 | 0,9718 | 0,9969 | 15,164 | |
Second CNN Architecture | Without LBP | 146,0 | 4,0 | 323,2 | 2,8 | 0,9733 | 0,9914 | 0,9857 | 0,9772 | 0,9981 | 15,022 |
With LBP | 128,8 | 21,2 | 306,0 | 20,0 | 0,8587 | 0,9387 | 0,9134 | 0,8615 | 0,9773 | 16,851 | |
Pipeline-1 | 147,4 | 2,6 | 322,6 | 3,4 | 0,9827 | 0,9896 | 0,9874 | 0,9800 | 0,9979 | 31,874 | |
Pipeline-2 | 146,2 | 3,8 | 323,0 | 3,0 | 0,9747 | 0,9908 | 0,9857 | 0,9773 | 0,9984 | 31,874 | |
Pipeline-3 | 147,8 | 2,2 | 322,0 | 4,0 | 0,9853 | 0,9877 | 0,9870 | 0,9794 | 0,9983 | 31,874 | |
Pipeline-4 | 145,6 | 4,4 | 323,8 | 2,2 | 0,9707 | 0,9933 | 0,9861 | 0,9778 | 0,9982 | 31,874 |