Accuracy | Precision | Recall | F1-score | Accuracy | Precision | Recall | F1-score | ||||
---|---|---|---|---|---|---|---|---|---|---|---|
NASNetLarge | DC | 0.992 | 0.980 | 0.980 | 0.980 | InceptionResNetV2 | DC | 0.992 | 0.962 | 1.000 | 0.980 |
KC | 0.964 | 0.894 | 0.930 | 0.912 | KC | 0.958 | 0.899 | 0.890 | 0.894 | ||
MC | 0.970 | 0.913 | 0.940 | 0.926 | MC | 0.968 | 0.904 | 0.940 | 0.922 | ||
PC | 0.994 | 0.990 | 0.980 | 0.985 | PC | 0.988 | 0.980 | 0.960 | 0.970 | ||
SIC | 0.988 | 1.000 | 0.940 | 0.969 | SIC | 0.990 | 1.000 | 0.950 | 0.974 | ||
Average | 0.982 | 0.955 | 0.954 | 0.954 | Average | 0.979 | 0.949 | 0.948 | 0.948 | ||
Xception | DC | 0.990 | 0.961 | 0.990 | 0.975 | ResNet152V2 | DC | 0.986 | 0.952 | 0.980 | 0.966 |
KC | 0.968 | 0.920 | 0.920 | 0.920 | KC | 0.958 | 0.891 | 0.900 | 0.896 | ||
MC | 0.974 | 0.922 | 0.950 | 0.936 | MC | 0.968 | 0.904 | 0.940 | 0.922 | ||
PC | 0.986 | 0.989 | 0.940 | 0.964 | PC | 0.992 | 0.990 | 0.970 | 0.980 | ||
SIC | 0.998 | 1.000 | 0.990 | 0.995 | SIC | 0.988 | 1.000 | 0.940 | 0.969 | ||
Average | 0.983 | 0.959 | 0.958 | 0.958 | Average | 0.978 | 0.947 | 0.946 | 0.946 | ||
InceptionV3 | DC | 0.988 | 0.943 | 1.000 | 0.971 | DenseNet201 | DC | 0.988 | 0.961 | 0.980 | 0.970 |
KC | 0.964 | 0.936 | 0.880 | 0.907 | KC | 0.964 | 0.918 | 0.900 | 0.909 | ||
MC | 0.966 | 0.888 | 0.950 | 0.918 | MC | 0.978 | 0.941 | 0.950 | 0.945 | ||
PC | 0.984 | 0.979 | 0.940 | 0.959 | PC | 1.000 | 1.000 | 1.000 | 1.000 | ||
SIC | 0.994 | 1.000 | 0.970 | 0.985 | SIC | 0.998 | 1.000 | 0.990 | 0.995 | ||
Average | 0.979 | 0.949 | 0.948 | 0.948 | Average | 0.986 | 0.964 | 0.964 | 0.964 | ||
ResNet101V2 | DC | 0.986 | 0.951 | 0.980 | 0.966 | ResNet152 | DC | 0.992 | 0.971 | 0.990 | 0.980 |
KC | 0.964 | 0.918 | 0.900 | 0.909 | KC | 0.968 | 0.912 | 0.930 | 0.921 | ||
MC | 0.962 | 0.893 | 0.920 | 0.906 | MC | 0.974 | 0.939 | 0.930 | 0.935 | ||
PC | 0.994 | 0.980 | 0.990 | 0.985 | PC | 0.996 | 1.000 | 0.990 | 0.995 | ||
SIC | 0.990 | 1.000 | 0.950 | 0.974 | SIC | 0.992 | 1.000 | 0.980 | 0.990 | ||
Average | 0.979 | 0.949 | 0.948 | 0.948 | Average | 0.986 | 0.964 | 0.964 | 0.964 | ||
ResNet101 | DC | 0.992 | 0.980 | 0.980 | 0.980 | DenseNet169 | DC | 0.998 | 1.000 | 0.990 | 0.995 |
KC | 0.962 | 0.909 | 0.900 | 0.905 | KC | 0.974 | 0.922 | 0.950 | 0.936 | ||
MC | 0.972 | 0.913 | 0.950 | 0.931 | MC | 0.978 | 0.941 | 0.950 | 0.945 | ||
PC | 0.998 | 1.000 | 0.990 | 0.995 | PC | 0.998 | 1.000 | 0.990 | 0.995 | ||
SIC | 0.996 | 1.000 | 0.980 | 0.990 | SIC | 0.998 | 1.000 | 0.990 | 0.995 | ||
Average | 0.984 | 0.961 | 0.960 | 0.960 | Average | 0.990 | 0.974 | 0.974 | 0.974 |