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. Author manuscript; available in PMC: 2021 Apr 12.
Published in final edited form as: Biomed Signal Process Control. 2019 Feb 22;51:82–89. doi: 10.1016/j.bspc.2019.01.022

Table 1.

Experimental results on the collected CFI images and six public datasets using the U-net model trained separately on the fundus images, vessel density maps, composite images and local disc patches.

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