Table 7.
Classifiers / Models |
Average Five Fold Cross-Validation | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
A | TP | FP | K | TPR | FPR | P | R | F1 | MCC | ROC | PRC | ||
MLP | Inception V3 | 96.288 | 4826 | 186 | 0.944 | 0.962 | 0.018 | 0.964 | 0.962 | 0.962 | 0.945 | 0.995 | 0.992 |
Resnet50 | 97.745 | 4899 | 113 | 0.966 | 0.977 | 0.011 | 0.977 | 0.977 | 0.977 | 0.966 | 0.997 | 0.996 | |
Resnet50 TCN | 99.261 | 4974 | 37 | 0.988 | 0.992 | 0.003 | 0.992 | 0.992 | 0.992 | 0.989 | 0.999 | 0.999 | |
Proposed | 99.500 | 4987 | 25 | 0.992 | 0.995 | 0.002 | 0.995 | 0.995 | 0.995 | 0.993 | 0.999 | 0.999 | |
SVM | Inception V3 | 95.690 | 4796 | 216 | 0.935 | 0.956 | 0.021 | 0.959 | 0.956 | 0.956 | 0.936 | 0.979 | 0.945 |
Resnet50 | 97.346 | 4879 | 133 | 0.960 | 0.973 | 0.013 | 0.973 | 0.973 | 0.973 | 0.960 | 0.985 | 0.961 | |
Resnet50 TCN | 98.961 | 4959 | 52 | 0.988 | 0.989 | 0.005 | 0.989 | 0.989 | 0.989 | 0.984 | 0.994 | 0.984 | |
Proposed | 99.360 | 4980 | 32 | 0.990 | 0.993 | 0.003 | 0.993 | 0.993 | 0.993 | 0.990 | 0.996 | 0.991 |