Table 2.
Method | SOD | DUT-OMRON | PASCAL-S | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
PiCANet | 0.793 | 0.723 | 0.109 | 0.858 | 0.866 | 0.832 | 0.695 | 0.065 | 0.803 | 0.876 | 0.854 | 0.780 | 0.087 | 0.881 | 0.901 |
BASNet | 0.772 | 0.728 | 0.114 | 0.851 | 0.832 | 0.836 | 0.751 | 0.056 | 0.805 | 0.871 | 0.838 | 0.793 | 0.076 | 0.854 | 0.886 |
SCRN | 0.792 | 0.734 | 0.104 | 0.867 | 0.863 | 0.836 | 0.720 | 0.056 | 0.812 | 0.875 | 0.869 | 0.807 | 0.064 | 0.882 | 0.910 |
LDF | 0.800 | 0.765 | 0.093 | 0.873 | 0.866 | 0.839 | 0.752 | 0.051 | 0.820 | 0.869 | 0.863 | 0.822 | 0.060 | 0.874 | 0.908 |
U2Net | 0.786 | 0.748 | 0.108 | 0.861 | 0.857 | 0.847 | 0.757 | 0.054 | 0.823 | 0.880 | 0.844 | 0.797 | 0.074 | 0.859 | 0.883 |
ITSD | 0.809 | 0.777 | 0.095 | 0.880 | 0.874 | 0.840 | 0.750 | 0.061 | 0.824 | 0.880 | 0.859 | 0.812 | 0.071 | 0.871 | 0.908 |
CTDNet | – | – | – | – | – | 0.844 | 0.762 | 0.052 | 0.826 | 0.881 | 0.863 | 0.822 | 0.061 | 0.878 | 0.906 |
VST | 0.854 | 0.778 | 0.065 | 0.866 | 0.902 | 0.850 | 0.755 | 0.058 | 0.800 | 0.888 | 0.873 | 0.816 | 0.067 | 0.850 | 0.900 |
RCSB | 0.750 | 0.730 | 1.536 | 0.846 | 0.813 | 0.835 | 0.752 | 0.045 | 0.809 | 0.866 | 0.860 | 0.816 | 0.058 | 0.876 | 0.906 |
EDN | 0.798 | 0.767 | 0.252 | 0.868 | 0.864 | 0.838 | 0.746 | 0.057 | 0.805 | 0.871 | 0.860 | 0.815 | 0.066 | 0.875 | 0.903 |
ICON | 0.814 | 0.784 | 0.089 | 0.872 | 0.866 | 0.833 | 0.743 | 0.065 | 0.817 | 0.879 | 0.861 | 0.820 | 0.064 | 0.878 | 0.911 |
OLER | – | – | – | – | – | 0.845 | 0.775 | 0.054 | 0.826 | 0.891 | 0.858 | 0.827 | 0.063 | 0.877 | 0.906 |
MENet | 0.809 | 0.777 | 0.087 | 0.878 | 0.864 | 0.850 | 0.771 | 0.045 | 0.834 | 0.879 | 0.872 | 0.838 | 0.054 | 0.890 | 0.915 |
ELSANet | – | – | – | – | – | 0.846 | 0.774 | 0.050 | 0.794 | 0.885 | 0.864 | 0.836 | 0.060 | 0.862 | 0.910 |
EMSNet | 0.798 | 0.819 | 1.962 | 0.863 | 0.852 | 0.838 | 0.759 | 0.048 | 0.807 | 0.870 | 0.868 | 0.848 | 0.054 | 0.892 | 0.915 |
DC-Net | 0.797 | 0.761 | 0.100 | 0.862 | 0.855 | 0.849 | 0.772 | 0.053 | 0.827 | 0.883 | 0.857 | 0.818 | 0.067 | 0.878 | 0.899 |
CANet | 0.803 | 0.777 | 0.244 | 0.874 | 0.869 | 0.847 | 0.828 | 0.047 | 0.827 | 0.886 | 0.859 | 0.888 | 0.061 | 0.876 | 0.910 |
Ours | 0.824 | 0.801 | 0.082 | 0.886 | 0.881 | 0.860 | 0.789 | 0.051 | 0.839 | 0.899 | 0.874 | 0.837 | 0.057 | 0.882 | 0.919 |
For and , higher and lower scores indicate better results, respectively. denotes max E-measure, denotes max F-measure. The best and second-best results are shown in bold and italics, respectively. The symbol ’–’ indicates the results of the model are unavailable.