Diseases | SSD | Faster R-CNN | YOLOv4 | YOLOv5 | DOCTOR | ||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Precision | Sensitivity | Specificity | Precision | Sensitivity | Specificity | Precision | Sensitivity | Specificity | Precision | Sensitivity | Specificity | Precision | Sensitivity | Specificity | |
Sl | 0.938 | 0.882 | 0.940 | 0.955 | 0.840 | 0.961 | 0.920 | 0.92 | 0.922 | 0.920 | 0.92 | 0.922 | 1.000 | 0.967 | 1.00 |
Fre | 0.960 | 0.923 | 0.960 | 0.909 | 0.980 | 0.902 | 0.959 | 0.904 | 0.96 | 1.000 | 0.942 | 1.00 | 0.994 | 0.994 | 0.980 |
Mel | 0.850 | 0.927 | 0.836 | 0.877 | 0.862 | 0.865 | 0.877 | 0.877 | 0.870 | 0.930 | 0.93 | 0.925 | 0.978 | 0.989 | 0.926 |
Caf | 0.882 | 0.94 | 0.887 | 0.980 | 0.990 | 0.941 | 0.927 | 1.00 | 0.922 | 0.944 | 1.00 | 0.922 | 1.000 | 0.993 | 1.00 |
Ota | 0.979 | 1.00 | 0.980 | 0.978 | 0.938 | 0.980 | 0.960 | 1.00 | 0.961 | 0.980 | 0.98 | 0.980 | 1.000 | 1.00 | 1.00 |
Hori | 0.906 | 0.980 | 0.906 | 0.940 | 0.940 | 0.942 | 0.958 | 0.958 | 0.961 | 0.962 | 1.00 | 0.962 | 0.993 | 0.981 | 0.980 |
Average | 0.919 | 0.942 | 0.918 | 0.940 | 0.925 | 0.932 | 0.934 | 0.943 | 0.933 | 0.956 | 0.962 | 0.952 | 0.994 | 0.987 | 0.981 |