Table 4.
Performance Measurement | Inception V3 | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
MLP | SVM | |||||||||
1stFold | 2ndFold | 3rdFold | 4thFold | 5thFold | 1stFold | 2ndFold | 3rdFold | 4thFold | 5thFold | |
Accuracy | 97.71 | 95.91 | 96.51 | 96.51 | 94.81 | 97.61 | 94.42 | 96.71 | 95.41 | 94.31 |
True Positive | 980 | 962 | 967 | 967 | 950 | 979 | 947 | 969 | 956 | 945 |
False Positive | 23 | 41 | 35 | 35 | 52 | 24 | 56 | 33 | 46 | 57 |
Kappa | 0.966 | 0.939 | 0.948 | 0.948 | 0.922 | 0.964 | 0.916 | 0.951 | 0.931 | 0.915 |
TP Rate | 0.977 | 0.959 | 0.965 | 0.965 | 0.948 | 0.976 | 0.944 | 0.967 | 0.954 | 0.943 |
FP Rate | 0.011 | 0.020 | 0.017 | 0.017 | 0.026 | 0.012 | 0.028 | 0.016 | 0.023 | 0.028 |
Precision | 0.977 | 0.961 | 0.967 | 0.966 | 0.953 | 0.976 | 0.948 | 0.968 | 0.955 | 0.949 |
Recall | 0.977 | 0.959 | 0.965 | 0.965 | 0.948 | 0.976 | 0.944 | 0.967 | 0.954 | 0.943 |
F1-measure | 0.977 | 0.959 | 0.965 | 0.965 | 0.948 | 0.976 | 0.944 | 0.967 | 0.954 | 0.943 |
MCC | 0.966 | 0.940 | 0.949 | 0.948 | 0.925 | 0.964 | 0.918 | 0.951 | 0.931 | 0.918 |
ROC Area | 0.999 | 0.993 | 0.997 | 0.992 | 0.998 | 0.999 | 0.969 | 0.983 | 0.974 | 0.970 |
PRC Area | 0.997 | 0.985 | 0.993 | 0.989 | 0.996 | 0.997 | 0.920 | 0.955 | 0.933 | 0.921 |
Performance Measurement | Resnet50 | |||||||||
MLP | SVM | |||||||||
1stFold | 2ndFold | 3rdFold | 4thFold | 5thFold | 1stFold | 2ndFold | 3rdFold | 4thFold | 5thFold | |
Accuracy | 98.006 | 96.809 | 97.904 | 97.604 | 98.403 | 97.607 | 96.909 | 97.505 | 96.706 | 98.004 |
True Positive | 983 | 971 | 981 | 978 | 986 | 979 | 972 | 977 | 969 | 982 |
False Positive | 20 | 32 | 21 | 24 | 16 | 24 | 31 | 25 | 33 | 20 |
Kappa | 0.9701 | 0.9521 | 0.9686 | 0.9641 | 0.976 | 0.9641 | 0.9536 | 0.9626 | 0.9506 | 0.9701 |
TP Rate | 0.980 | 0.968 | 0.979 | 0.976 | 0.984 | 0.976 | 0.969 | 0.975 | 0.967 | 0.980 |
FP Rate | 0.010 | 0.016 | 0.010 | 0.012 | 0.008 | 0.012 | 0.015 | 0.012 | 0.016 | 0.010 |
Precision | 0.980 | 0.969 | 0.979 | 0.976 | 0.984 | 0.976 | 0.970 | 0.975 | 0.968 | 0.980 |
Recall | 0.980 | 0.968 | 0.979 | 0.976 | 0.984 | 0.976 | 0.969 | 0.975 | 0.967 | 0.980 |
F1-measure | 0.980 | 0.968 | 0.979 | 0.976 | 0.984 | 0.976 | 0.969 | 0.975 | 0.967 | 0.980 |
MCC | 0.970 | 0.953 | 0.969 | 0.964 | 0.976 | 0.964 | 0.954 | 0.963 | 0.951 | 0.970 |
ROC Area | 0.998 | 0.996 | 0.996 | 0.998 | 0.999 | 0.987 | 0.979 | 0.987 | 0.981 | 0.991 |
PRC Area | 0.997 | 0.994 | 0.994 | 0.996 | 0.999 | 0.965 | 0.952 | 0.964 | 0.954 | 0.973 |