Table 10.
CNN Type | Method | TP | FN | TN | FP | SEN | SPE | ACC | F-1 | AUC | CPU Time |
---|---|---|---|---|---|---|---|---|---|---|---|
First CNN Architecture | Without LBP | 146,6 | 3,4 | 77,4 | 2,6 | 0,9773 | 0,9675 | 0,9739 | 0,9800 | 0,9983 | 0,6090 |
With LBP | 146,0 | 4,0 | 72,6 | 7,4 | 0,9733 | 0,9075 | 0,9504 | 0,9624 | 0,9890 | 0,6252 | |
Pipeline-1 | 149,0 | 1,0 | 77,4 | 2,6 | 0,9933 | 0,9675 | 0,9843 | 0,9881 | 0,9988 | 12,342 | |
Pipeline-2 | 147,0 | 3,0 | 77,4 | 2,6 | 0,9800 | 0,9675 | 0,9757 | 0,9813 | 0,9989 | 12,342 | |
Pipeline-3 | 149,2 | 0,8 | 76,6 | 3,4 | 0,9947 | 0,9575 | 0,9817 | 0,9862 | 0,9990 | 12,342 | |
Pipeline-4 | 146,4 | 3,6 | 78,2 | 1,8 | 0,9760 | 0,9775 | 0,9765 | 0,9819 | 0,9986 | 12,342 | |
Second CNN Architecture | Without LBP | 141,8 | 8,2 | 77,8 | 2,2 | 0,9453 | 0,9725 | 0,9548 | 0,9646 | 0,9934 | 12,146 |
With LBP | 141,2 | 8,8 | 63,6 | 16,4 | 0,9413 | 0,7950 | 0,8904 | 0,9183 | 0,9580 | 12,339 | |
Pipeline-1 | 146,6 | 3,4 | 77,6 | 2,4 | 0,9773 | 0,9700 | 0,9748 | 0,9806 | 0,9963 | 24,485 | |
Pipeline-2 | 144,0 | 6,0 | 78,0 | 2,0 | 0,9600 | 0,9750 | 0,9652 | 0,9729 | 0,9962 | 24,485 | |
Pipeline-3 | 147,4 | 2,6 | 77,2 | 2,8 | 0,9827 | 0,9650 | 0,9765 | 0,9820 | 0,9961 | 24,485 | |
Pipeline-4 | 141,0 | 9,0 | 78,2 | 1,8 | 0,9400 | 0,9775 | 0,9530 | 0,9631 | 0,9944 | 24,485 |