Table 1.
Datasets | No. of images | Color fundus images | Vessel density maps | ||||||
---|---|---|---|---|---|---|---|---|---|
IoU | DSC | Acc | Se | IoU | DSC | Acc | Se | ||
CFI | 762 | 0.873 | 0.923 | 0.960 | 0.921 | 0.687 | 0.799 | 0.903 | 0.809 |
DIARETDB0 | 128 | 0.837 | 0.898 | 0.937 | 0.874 | 0.684 | 0.800 | 0.937 | 0.878 |
DIARETDB1 | 88 | 0.833 | 0.904 | 0.934 | 0.869 | 0.686 | 0.807 | 0.932 | 0.869 |
DRIONS-DB | 110 | 0.818 | 0.885 | 0.930 | 0.862 | 0.657 | 0.786 | 0.859 | 0.719 |
DRIVE | 40 | 0.778 | 0.863 | 0.895 | 0.790 | 0.688 | 0.802 | 0.874 | 0.750 |
MESSIDOR | 1200 | 0.894 | 0.940 | 0.970 | 0.942 | 0.739 | 0.845 | 0.935 | 0.874 |
ORIGA | 650 | 0.864 | 0.920 | 0.976 | 0.954 | 0.722 | 0.831 | 0.938 | 0.880 |
Overall | 2978 | 0.874 | 0.925 | 0.964 | 0.930 | 0.714 | 0.824 | 0.924 | 0.851 |
Datasets | No. of images | 4-channel composite images | Local disc patches | ||||||
IoU | DSC | Acc | Se | IoU | DSC | Acc | Se | ||
CFI | 762 | 0.880 | 0.928 | 0.967 | 0.935 | 0.886 | 0.935 | 0.965 | 0.935 |
DIARETDB0 | 128 | 0.856 | 0.916 | 0.947 | 0.895 | 0.848 | 0.909 | 0.935 | 0.872 |
DIARETDB1 | 88 | 0.841 | 0.905 | 0.936 | 0.873 | 0.849 | 0.916 | 0.935 | 0.873 |
DRIONS-DB | 110 | 0.870 | 0.923 | 0.954 | 0.909 | 0.885 | 0.936 | 0.960 | 0.924 |
DRIVE | 40 | 0.766 | 0.854 | 0.889 | 0.778 | 0.783 | 0.864 | 0.896 | 0.794 |
MESSIDOR | 1200 | 0.900 | 0.943 | 0.970 | 0.940 | 0.907 | 0.949 | 0.972 | 0.948 |
ORIGA | 650 | 0.873 | 0.930 | 0.989 | 0.979 | 0.889 | 0.940 | 0.989 | 0.984 |
Overall | 2978 | 0.882 | 0.931 | 0.969 | 0.939 | 0.891 | 0.939 | 0.970 | 0.944 |