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. 2022 Apr 28;204:117410. doi: 10.1016/j.eswa.2022.117410

Table 4.

Performance parameters obtained using Inception V3 and Resnet50 models.

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