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. 2025 Jan 2;15:397. doi: 10.1038/s41598-024-84680-x

Table 2.

Quantitative comparison on SOD39, DUT-OMRON40 and PASCAL-S41 datasets.

Method SOD DUT-OMRON PASCAL-S
Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic Inline graphic
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 Inline graphic and Inline graphic, higher and lower scores indicate better results, respectively. Inline graphic denotes max E-measure, Inline graphic 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.