RGB-D Salient Object Detection on SIP
0.948S-measure (Sα)Samba+
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Samba+Params (M)=59.03, MACs (G)=72.52026.02 | 0.948 | 0.96 | 0.977 | — | — | — | |
| LFNetParams (M)=44.652026.06 | 0.945 | 0.961 | 0.977 | — | — | — | |
| SambaParams (M)=54.94, MACs (G)=71.642026.02 | 0.931 | 0.949 | 0.966 | — | — | — | |
| SambaParams (M)=54.942026.06 | 0.931 | 0.949 | 0.966 | — | — | — | |
| VSCode-S24Params (M)=74.72, MACs (G)=93.762026.02 | 0.924 | 0.942 | 0.958 | — | — | — | |
| VSCode-SParams (M)=74.722026.06 | 0.924 | 0.942 | 0.958 | — | — | — | |
| SwinNet-B21Params (M)=199.18, MACs (G)=122.22026.02 | 0.911 | 0.927 | 0.95 | — | — | — | |
| CATNet23Params (M)=262.73, MACs (G)=172.062026.02 | 0.91 | 0.928 | 0.951 | — | — | — | |
| CATNetParams (M)=262.732026.06 | 0.91 | 0.928 | 0.951 | — | — | — | |
| CPNet24Params (M)=216.5, MACs (G)=129.342026.02 | 0.907 | 0.927 | 0.946 | — | — | — | |
| CPNetParams (M)=216.502026.06 | 0.907 | 0.927 | 0.946 | — | — | — | |
| VST-S++24Params (M)=143.15, MACs (G)=45.412026.02 | 0.904 | 0.918 | 0.946 | — | — | — | |
| VSTMACs (G)=30.99, Params (M)=83.832021.04 | 0.904 | 0.915 | 0.944 | 0.04 | — | — | |
| VST-S ++Params (M)=143.152026.06 | 0.904 | 0.918 | 0.946 | — | — | — | |
| BTS-NetVenue=Ours2021.04 | 0.896 | 0.901 | 0.933 | 0.044 | — | — | |
| SP-Net2021.08 | 0.894 | 0.916 | 0.93 | 0.043 | — | — | |
| SP-Net21Params (M)=67.88, MACs (G)=175.292026.02 | 0.894 | 0.904 | 0.933 | — | — | — | |
| SP-NetParams (M)=67.882026.06 | 0.894 | 0.904 | 0.933 | — | — | — | |
| SPSN222026.02 | 0.892 | 0.9 | 0.936 | — | — | — | |
| SPSNParams (M)=-2026.06 | 0.892 | 0.9 | 0.936 | — | — | — | |
| DPLNet2023.12 | 0.89 | 0.888 | 0.932 | 0.045 | — | — | |
| HDFNetBackbone=ResNet-502020.07 | 0.886 | 0.91 | 0.924 | 0.047 | 0.848 | 0.875 | |
| HDFNetPublication Year=20202021.08 | 0.886 | 0.894 | 0.93 | 0.047 | — | — | |
| LSNet2023.12 | 0.886 | 0.884 | 0.927 | 0.048 | — | — | |
| HDFNetMACs (G)=91.77, Params (M)=44.152021.04 | 0.886 | 0.894 | 0.93 | 0.048 | — | — | |
| HDFNetBackbone=VGG-192020.07 | 0.885 | 0.907 | 0.924 | 0.047 | 0.844 | 0.87 | |
| JL-DCF20Params (M)=143.52, MACs (G)=211.062026.02 | 0.885 | 0.894 | 0.931 | — | — | — | |
| JL-DCFParams (M)=143.522026.06 | 0.885 | 0.894 | 0.931 | — | — | — | |
| JL-DCFMACs (G)=211.06, Params (M)=143.522021.04 | 0.88 | 0.889 | 0.925 | 0.049 | — | — | |
| JL-DCF2020.04 | 0.879 | 0.885 | 0.923 | 0.051 | — | — | |
| BBS-NetVenue=ECCV202021.04 | 0.879 | 0.883 | 0.922 | 0.055 | — | — | |
| JL-DCFPublication Year=20202021.08 | 0.879 | 0.885 | 0.923 | 0.051 | — | — | |
| BBSNet20Params (M)=49.77, MACs (G)=31.202026.02 | 0.879 | 0.884 | 0.922 | — | — | — | |
| BBS-NetMACs (G)=31.2, Params (M)=49.772021.04 | 0.879 | 0.884 | 0.922 | 0.055 | — | — | |
| HDFNetBackbone=VGG-162020.07 | 0.878 | 0.904 | 0.92 | 0.05 | 0.835 | 0.863 | |
| Progressively Guided Alternate Refinement NetworkTraining Set=NJUD+NLPR+DUT2020.08 | 0.876 | 0.854 | 0.908 | 0.055 | — | — | |
| SSFPublication Year=20202021.08 | 0.876 | 0.882 | 0.922 | 0.052 | — | — | |
| PGARPublication Year=20202021.08 | 0.876 | 0.876 | 0.915 | 0.055 | — | — | |
| Progressively Guided Alternate Refinement NetworkTraining Set=NJUD+NLPR2020.08 | 0.875 | 0.848 | 0.908 | 0.059 | — | — | |
| UCNetPublication Year=20202021.08 | 0.875 | 0.879 | 0.919 | 0.051 | — | — | |
| Cas-GNNPublication Year=20202021.08 | 0.875 | 0.879 | 0.919 | 0.051 | — | — | |
| DANetPublication Year=20202021.08 | 0.875 | 0.892 | 0.918 | 0.054 | — | — | |
| UC-NetMACs (G)=16.16, Params (M)=31.262021.04 | 0.875 | 0.879 | 0.919 | 0.051 | — | — | |
| DANetMACs (G)=66.25, Params (M)=26.682021.04 | 0.875 | 0.876 | 0.918 | 0.055 | — | — | |
| DCF21Params (M)=53.92, MACs (G)=108.62026.02 | 0.874 | 0.886 | 0.922 | — | — | — | |
| DCFParams (M)=53.922026.06 | 0.874 | 0.886 | 0.922 | — | — | — | |
| S2MAPublication Year=20202021.08 | 0.872 | 0.877 | 0.919 | 0.057 | — | — | |
| CMMSPublication Year=20202021.08 | 0.872 | 0.877 | 0.911 | 0.058 | — | — | |
| S2MAMACs (G)=141.19, Params (M)=86.652021.04 | 0.872 | 0.877 | 0.919 | 0.058 | — | — | |
| cmMSMACs (G)=134.77, Params (M)=92.022021.04 | 0.872 | 0.876 | 0.911 | 0.058 | — | — | |
| BBSNet2023.12 | 0.871 | 0.85 | 0.909 | 0.057 | — | — | |
| CMWNet2023.12 | 0.868 | 0.851 | 0.907 | 0.062 | — | — | |
| CMWNet2020.07 | 0.867 | — | 0.913 | 0.062 | 0.874 | — | |
| cmSalGANPublication Year=20202021.08 | 0.865 | 0.864 | 0.906 | 0.064 | — | — | |
| D3Net2020.04 | 0.864 | 0.862 | 0.91 | 0.063 | — | — | |
| D3NetPublication Year=20192020.07 | 0.864 | — | 0.903 | 0.063 | 0.862 | — | |
| D3NetBackbone=ResNet-502020.07 | 0.864 | 0.882 | 0.903 | 0.063 | 0.793 | 0.831 | |
| D3NetPublication Year=20212021.08 | 0.86 | 0.861 | 0.909 | 0.063 | — | — | |
| CoNetMACs (G)=20.89, Params (M)=43.662021.04 | 0.86 | 0.873 | 0.917 | 0.058 | — | — | |
| CoNetPublication Year=20202021.08 | 0.858 | 0.867 | 0.913 | 0.063 | — | — | |
| ASIFNetPublication Year=20202021.08 | 0.857 | 0.859 | 0.896 | 0.061 | — | — | |
| ICNetPublication Year=20202021.08 | 0.854 | 0.857 | 0.903 | 0.069 | — | — | |
| CPFP2020.04 | 0.85 | 0.851 | 0.903 | 0.064 | — | — | |
| CPFPPublication Year=20192020.07 | 0.85 | — | 0.903 | 0.064 | 0.851 | — | |
| CPFPBackbone=VGG-162020.07 | 0.85 | 0.87 | 0.899 | 0.064 | 0.788 | 0.819 | |
| CPFPTraining Set=NJUD+NLPR2020.08 | 0.85 | 0.819 | 0.899 | 0.064 | — | — | |
| CPFPPublication Year=20192021.08 | 0.85 | 0.851 | 0.903 | 0.064 | — | — | |
| ATSAMACs (G)=42.17, Params (M)=32.172021.04 | 0.849 | 0.861 | 0.901 | 0.063 | — | — | |
| PolygonSupervision=Polygon-level2021.09 | 0.846 | 0.822 | 0.909 | 0.06 | — | — | |
| PCF2020.04 | 0.842 | 0.838 | 0.901 | 0.071 | — | — | |
| PCFPublication Year=20182020.07 | 0.842 | — | 0.901 | 0.071 | 0.838 | — | |
| PCANetBackbone=VGG-162020.07 | 0.842 | 0.86 | 0.9 | 0.071 | 0.768 | 0.825 | |
| PCANTraining Set=NJUD+NLPR2020.08 | 0.842 | 0.825 | 0.899 | 0.071 | — | — | |
| PCFPublication Year=20182021.08 | 0.842 | 0.838 | 0.901 | 0.071 | — | — | |
| PGARMACs (G)=44.65, Params (M)=16.22021.04 | 0.838 | 0.827 | 0.886 | 0.073 | — | — | |
| TANet2020.04 | 0.835 | 0.83 | 0.895 | 0.075 | — | — | |
| TANetPublication Year=20192020.07 | 0.835 | — | 0.895 | 0.075 | 0.83 | — | |
| TANetBackbone=VGG-162020.07 | 0.835 | 0.851 | 0.894 | 0.075 | 0.748 | 0.809 | |
| TANTraining Set=NJUD+NLPR2020.08 | 0.835 | 0.809 | 0.893 | 0.075 | — | — | |
| TANetPublication Year=20192021.08 | 0.835 | 0.83 | 0.895 | 0.075 | — | — | |
| MMCI2020.04 | 0.833 | 0.818 | 0.897 | 0.086 | — | — | |
| MMCIPublication Year=20192020.07 | 0.833 | — | 0.897 | 0.086 | 0.818 | — | |
| MMCIBackbone=VGG-162020.07 | 0.833 | 0.84 | 0.886 | 0.086 | 0.711 | 0.795 | |
| MMCITraining Set=NJUD+NLPR2020.08 | 0.833 | 0.795 | 0.886 | 0.086 | — | — | |
| MMCIPublication Year=20192021.08 | 0.833 | 0.818 | 0.897 | 0.086 | — | — | |
| A2deleMACs (G)=41.86, Params (M)=30.342021.04 | 0.829 | 0.834 | 0.89 | 0.07 | — | — | |
| A2delePublication Year=20202021.08 | 0.828 | 0.833 | 0.889 | 0.07 | — | — | |
| ScribbleSupervision=Scribble-level2021.09 | 0.815 | 0.793 | 0.888 | 0.076 | — | — | |
| DMRA2020.04 | 0.806 | 0.821 | 0.875 | 0.085 | — | — | |
| DMRAPublication Year=20192020.07 | 0.806 | — | 0.875 | 0.085 | 0.821 | — | |
| DMRATraining Set=NJUD+NLPR+DUT2020.08 | 0.806 | 0.819 | 0.863 | 0.085 | — | — | |
| DMRAPublication Year=20192021.08 | 0.806 | 0.821 | 0.875 | 0.085 | — | — | |
| DMRABackbone=VGG-192020.07 | 0.8 | 0.847 | 0.858 | 0.088 | 0.734 | 0.815 | |
| SSF-RGBDMACs (G)=46.56, Params (M)=32.932021.04 | 0.799 | 0.786 | 0.87 | 0.091 | — | — | |
| ACSD2020.04 | 0.732 | 0.763 | 0.838 | 0.172 | — | — | |
| ACSDTraining Set=NJUD+NLPR2020.08 | 0.732 | 0.727 | 0.827 | 0.172 | — | — | |
| ACSDPublication Year=20142021.08 | 0.732 | 0.763 | 0.838 | 0.172 | — | — | |
| LBE2020.04 | 0.727 | 0.751 | 0.853 | 0.2 | — | — | |
| LBEPublication Year=20162020.07 | 0.727 | — | 0.853 | 0.2 | 0.751 | — | |
| LBETraining Set=NJUD+NLPR2020.08 | 0.727 | 0.733 | 0.841 | 0.2 | — | — |