Table 2.
Comparison of different methods on two datasets with respect to area under the receiver operating characteristic (AU-ROC), area under the precision and recall curve (AU-PR) and dice coefficient
| Method | DRIVE | STARE | ||||
|---|---|---|---|---|---|---|
| AU-ROC | AU-PR | Dice | AU-ROC | AU-PR | Dice | |
| CRF [42] | − | − | 0.7797 | − | − | − |
| FC-CRF [44] | − | − | 0.7858 | − | − | 0.7902 |
| Kernel Boost [41] | 0.9307 | 0.8464 | 0.7795 | − | − | − |
| HED [31] | 0.9696 | 0.8773 | 0.7935 | 0.9764 | 0.8888 | 0.8057 |
| Wavelets [19] | 0.9436 | 0.8149 | 0.7600 | 0.9694 | 0.8433 | 0.7756 |
| N4-Fields [40] | 0.9686 | 0.8851 | 0.8018 | − | − | − |
| DRIU [29] | 0.9793 | 0.9064 | 0.8207 | 0.9772 | 0.9101 | 0.8323 |
| Human | − | − | 0.7889 | − | − | 0.7605 |
| U-Net | 0.9718 | 0.8904 | 0.8039 | 0.9759 | 0.9093 | 0.8307 |
| RetinaGAN (Image) | 0.9810 | 0.9145 | 0.8275 | 0.9873 | 0.9226 | 0.8378 |
Digits are rounded to 4th decimal point