Table 4.
CNN model | Class no. | Acc | AUC | Spec | Sen | F1 | Kappa | Avg.Acc | Avg.F1 | Avg.AUC |
---|---|---|---|---|---|---|---|---|---|---|
SqueezeNet1_1 | Class 0 | 0.948 | 0.965 | 1.0 | 0.930 | 0.909 | 0.873 | 0.896 | 0.895 | 0.931 |
Class 1 | 0.926 | 0.866 | 0.743 | 0.990 | 0.839 | 0.792 | ||||
Class 2 | 0.948 | 0.955 | 0.969 | 0.942 | 0.896 | 0.816 | ||||
Class 3 | 0.970 | 0.939 | 0.879 | 1.0 | 0.935 | 0.916 | ||||
VGG 19 | Class 0 | 0.956 | 0.970 | 1.0 | 0.940 | 0.921 | 0.890 | 0.911 | 0.910 | 0.956 |
Class 1 | 0.948 | 0.900 | 0.800 | 1.0 | 0.889 | 0.856 | ||||
Class 2 | 0.956 | 0.971 | 0.942 | 1.0 | 0.914 | 0.885 | ||||
Class 3 | 0.963 | 0.924 | 0.848 | 1.0 | 0.918 | 0.894 | ||||
ResNet 50 | Class 0 | 0.971 | 0.980 | 0.900 | 1.0 | 0.947 | 0.927 | 0.918 | 0.919 | 0.953 |
Class 1 | 0.934 | 0.887 | 0.923 | 0.936 | 0.842 | 0.801 | ||||
Class 2 | 0.934 | 0.963 | 0.848 | 0.978 | 0.897 | 0.848 | ||||
Class 3 | 0.971 | 0.929 | 1.0 | 0.964 | 0.923 | 0.857 | ||||
DenseNet 121 | Class 0 | 0.971 | 0.980 | 0.900 | 1.0 | 0.947 | 0.928 | 0.918 | 0.920 | 0.939 |
Class 1 | 0.929 | 0.871 | 0.920 | 0.930 | 0.821 | 0.777 | ||||
Class 2 | 0.907 | 0.963 | 0.848 | 0.936 | 0.857 | 0.788 | ||||
Class 3 | 0.950 | 0.946 | 0.862 | 0.973 | 0.877 | 0.846 |