Table 4.
ResNet50 | ResNeXt101 | EfficientNetB2 | |||||||
---|---|---|---|---|---|---|---|---|---|
Class | Precision | Recall | -score | Precision | Recall | -score | Precision | Recall | -score |
Framewise external test | |||||||||
CA | 0.829 ± 0.002 | 0.764 ± 0.003 | 0.770 ± 0.003 | 0.842 ± 0.002 | 0.798 ± 0.003 | 0.803 ± 0.003 | 0.850 ± 0.002 | 0.808 ± 0.003 | 0.813 ± 0.003 |
CP | 0.851 ± 0.003 | 0.686 ± 0.004 | 0.739 ± 0.003 | 0.884 ± 0.002 | 0.785 ± 0.003 | 0.817 ± 0.003 | 0.859 ± 0.003 | 0.787 ± 0.003 | 0.814 ± 0.003 |
Normal |
0.787 ± 0.004
|
0.800 ± 0.003
|
0.791 ± 0.004
|
0.787 ± 0.004 |
0.798 ± 0.003 |
0.791 ± 0.003 |
0.769 ± 0.004 |
0.718 ± 0.004 |
0.735 ± 0.003 |
Studywise external test | |||||||||
CA | 0.983 ± 0.012 | 0.824 ± 0.027 | 0.896 ± 0.017 | 0.971 ± 0.020 | 0.708 ± 0.031 | 0.819 ± 0.022 | 0.982 ± 0.014 | 0.728 ± 0.033 | 0.836 ± 0.022 |
CP | 0.207 ± 0.082 | 0.688 ± 0.106 | 0.311 ± 0.098 | 0.177 ± 0.075 | 0.752 ± 0.104 | 0.279 ± 0.097 | 0.312 ± 0.108 | 0.804 ± 0.097 | 0.440 ± 0.117 |
Normal | 0.560 ± 0.133 | 0.429 ± 0.072 | 0.479 ± 0.078 | 0.580 ± 0.136 | 0.457 ± 0.073 | 0.504 ± 0.080 | 0.480 ± 0.132 | 0.682 ± 0.068 | 0.553 ± 0.099 |