Table 15.
CNN Type | Method | TP | FN | TN | FP | SEN | SPE | ACC | F-1 | AUC | CPU Time |
---|---|---|---|---|---|---|---|---|---|---|---|
First CNN Architecture | Without LBP | 145,4 | 4,6 | 322,8 | 3,2 | 0,9693 | 0,9902 | 0,9836 | 0,9739 | 0,9974 | 13,986 |
With LBP | 132,0 | 18,0 | 309,8 | 16,2 | 0,8800 | 0,9503 | 0,9282 | 0,8852 | 0,9807 | 14,043 | |
Pipeline-1 | 146,6 | 3,4 | 320,8 | 5,2 | 0,9773 | 0,9840 | 0,9819 | 0,9715 | 0,9979 | 28,029 | |
Pipeline-2 | 146,4 | 3,6 | 322,6 | 3,4 | 0,9760 | 0,9896 | 0,9853 | 0,9766 | 0,9982 | 28,029 | |
Pipeline-3 | 147,8 | 2,2 | 320,6 | 5,4 | 0,9853 | 0,9834 | 0,9840 | 0,9749 | 0,9986 | 28,029 | |
Pipeline-4 | 144,2 | 5,8 | 323,0 | 3,0 | 0,9613 | 0,9908 | 0,9815 | 0,9704 | 0,9970 | 28,029 | |
Second CNN Architecture | Without LBP | 144,6 | 5,4 | 323,4 | 2,6 | 0,9640 | 0,9920 | 0,9832 | 0,9730 | 0,9985 | 21,551 |
With LBP | 135,0 | 15,0 | 308,2 | 17,8 | 0,9000 | 0,9454 | 0,9311 | 0,8918 | 0,9828 | 21,720 | |
Pipeline-1 | 146,6 | 3,4 | 323,0 | 3,0 | 0,9773 | 0,9908 | 0,9866 | 0,9786 | 0,9987 | 43,271 | |
Pipeline-2 | 145,6 | 4,4 | 323,0 | 3,0 | 0,9707 | 0,9908 | 0,9845 | 0,9752 | 0,9989 | 43,271 | |
Pipeline-3 | 147,2 | 2,8 | 322,4 | 3,6 | 0,9813 | 0,9890 | 0,9866 | 0,9787 | 0,9987 | 43,271 | |
Pipeline-4 | 144,0 | 6,0 | 324,0 | 2,0 | 0,9600 | 0,9939 | 0,9832 | 0,9729 | 0,9987 | 43,271 |