RGB-D Saliency Detection on NLPR
0.944Max F-betaSamba+
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Samba+Params (M)=59.03, MACs (G)=72.52026.02 | 0.944 | 0.949 | 0.975 | — | — | — | |
| SambaParams (M)=54.94, MACs (G)=71.642026.02 | 0.941 | 0.947 | 0.976 | — | — | — | |
| SwinNet-B21Params (M)=199.18, MACs (G)=122.22026.02 | 0.936 | 0.941 | 0.974 | — | — | — | |
| CPNet24Params (M)=216.5, MACs (G)=129.342026.02 | 0.936 | 0.94 | 0.971 | — | — | — | |
| CATNet23Params (M)=262.73, MACs (G)=172.062026.02 | 0.934 | 0.938 | 0.971 | — | — | — | |
| MambaSODCategory=Accurate, Params(M)=78.92026.06 | 0.934 | 0.941 | 0.973 | — | — | 0.017 | |
| HVPNetCategory=Accurate, Params(M)=16.6, FLOPs(G)=11.52026.06 | 0.934 | 0.942 | 0.971 | — | — | 0.016 | |
| VSCode-S24Params (M)=74.72, MACs (G)=93.762026.02 | 0.932 | 0.941 | 0.968 | — | — | — | |
| EM-TransCategory=Accurate2026.06 | 0.932 | 0.941 | 0.97 | — | — | 0.018 | |
| STANetCategory=Accurate, Params(M)=85.0, FLOPs(G)=24.52026.06 | 0.926 | 0.934 | 0.968 | — | — | 0.021 | |
| SP-Net2021.08 | 0.925 | 0.927 | 0.959 | 0.021 | — | — | |
| VST-S++24Params (M)=143.15, MACs (G)=45.412026.02 | 0.925 | 0.935 | 0.964 | — | — | — | |
| AirSODCategory=Lightweight, Params(M)=2.4, FLOPs(G)=0.92026.06 | 0.923 | 0.924 | 0.963 | — | — | 0.023 | |
| MMNetCategory=Accurate, Params(M)=80.0, FLOPs(G)=24.52026.06 | 0.923 | 0.934 | 0.965 | — | — | 0.023 | |
| CATNetCategory=Accurate, Params(M)=262.5, FLOPs(G)=341.82026.06 | 0.923 | 0.94 | 0.966 | — | — | 0.018 | |
| VSTMACs (G)=30.99, Params (M)=83.832021.04 | 0.92 | — | 0.962 | 0.024 | 0.932 | — | |
| HVPNet(-)Category=Lightweight, Params(M)=3.6, FLOPs(G)=3.42026.06 | 0.92 | 0.927 | 0.965 | — | — | 0.021 | |
| SP-Net21Params (M)=67.88, MACs (G)=175.292026.02 | 0.919 | 0.927 | 0.962 | — | — | — | |
| BBSNet20Params (M)=49.77, MACs (G)=31.202026.02 | 0.918 | 0.931 | 0.961 | — | — | — | |
| JL-DCF20Params (M)=143.52, MACs (G)=211.062026.02 | 0.918 | 0.931 | 0.965 | — | — | — | |
| JL-DCFMACs (G)=211.06, Params (M)=143.522021.04 | 0.918 | — | 0.963 | 0.022 | 0.925 | — | |
| BBS-NetMACs (G)=31.2, Params (M)=49.772021.04 | 0.918 | — | 0.961 | 0.023 | 0.931 | — | |
| CPNetCategory=Accurate, Params(M)=216.5, FLOPs(G)=129.32026.06 | 0.918 | 0.94 | 0.969 | — | — | 0.016 | |
| HDFNetPublication Year=20202021.08 | 0.917 | 0.923 | 0.963 | 0.023 | — | — | |
| HDFNetMACs (G)=91.77, Params (M)=44.152021.04 | 0.917 | — | 0.963 | 0.023 | 0.923 | — | |
| JL-DCFPublication Year=20202021.08 | 0.916 | 0.925 | 0.962 | 0.022 | — | — | |
| DANetPublication Year=20202021.08 | 0.916 | 0.915 | 0.953 | 0.028 | — | — | |
| PGARPublication Year=20202021.08 | 0.916 | 0.93 | 0.961 | 0.024 | — | — | |
| HFILNetCategory=Accurate, Params(M)=246.5, FLOPs(G)=242.22026.06 | 0.915 | 0.943 | 0.969 | — | — | 0.016 | |
| SPSN222026.02 | 0.912 | 0.923 | 0.96 | — | — | — | |
| DCF21Params (M)=53.92, MACs (G)=108.62026.02 | 0.91 | 0.922 | 0.957 | — | — | — | |
| LSNetCategory=Lightweight, Params(M)=4.6, FLOPs(G)=1.22026.06 | 0.91 | 0.919 | 0.961 | — | — | 0.025 | |
| DANetMACs (G)=66.25, Params (M)=26.682021.04 | 0.909 | — | 0.955 | 0.027 | 0.92 | — | |
| ICNetPublication Year=20202021.08 | 0.908 | 0.923 | 0.952 | 0.028 | — | — | |
| GroupTransNetCategory=Accurate, Params(M)=431.62026.06 | 0.908 | 0.928 | 0.961 | — | — | 0.019 | |
| cmSalGANPublication Year=20202021.08 | 0.907 | 0.922 | 0.957 | 0.027 | — | — | |
| Cas-Gnn2021.04 | 0.906 | — | 0.955 | 0.025 | 0.919 | — | |
| MAGNetCategory=Lightweight, Params(M)=5.2, FLOPs(G)=2.52026.06 | 0.906 | 0.916 | 0.958 | — | — | 0.025 | |
| Cas-GNNPublication Year=20202021.08 | 0.904 | 0.919 | 0.947 | 0.028 | — | — | |
| cmMSMACs (G)=134.77, Params (M)=92.022021.04 | 0.904 | — | 0.955 | 0.028 | 0.919 | — | |
| UCNetPublication Year=20202021.08 | 0.903 | 0.92 | 0.956 | 0.025 | — | — | |
| UC-NetMACs (G)=16.16, Params (M)=31.262021.04 | 0.903 | — | 0.956 | 0.025 | 0.92 | — | |
| CMWMACs (G)=208.03, Params (M)=85.652021.04 | 0.903 | — | 0.951 | 0.029 | 0.917 | — | |
| S2MAPublication Year=20202021.08 | 0.902 | 0.915 | 0.953 | 0.03 | — | — | |
| S2MAMACs (G)=141.19, Params (M)=86.652021.04 | 0.902 | — | 0.953 | 0.03 | 0.916 | — | |
| ATSAMACs (G)=42.17, Params (M)=32.172021.04 | 0.898 | — | 0.951 | 0.027 | 0.909 | — | |
| D3NetPublication Year=20212021.08 | 0.897 | 0.912 | 0.953 | 0.03 | — | — | |
| DPLNet2023.12 | 0.897 | 0.933 | 0.962 | 0.02 | — | — | |
| PGARMACs (G)=44.65, Params (M)=16.22021.04 | 0.897 | — | 0.95 | 0.027 | 0.917 | — | |
| SSFPublication Year=20202021.08 | 0.896 | 0.914 | 0.953 | 0.026 | — | — | |
| CMMSPublication Year=20202021.08 | 0.896 | 0.915 | 0.949 | 0.027 | — | — | |
| SSF-RGBDMACs (G)=46.56, Params (M)=32.932021.04 | 0.896 | — | 0.953 | 0.027 | 0.915 | — | |
| CoNetMACs (G)=20.89, Params (M)=43.662021.04 | 0.893 | — | 0.948 | 0.027 | 0.912 | — | |
| ASIFNetPublication Year=20202021.08 | 0.888 | 0.906 | 0.944 | 0.03 | — | — | |
| CoNetPublication Year=20202021.08 | 0.887 | 0.908 | 0.945 | 0.031 | — | — | |
| LSNet2023.12 | 0.885 | 0.918 | 0.956 | 0.024 | — | — | |
| A2delePublication Year=20202021.08 | 0.882 | 0.898 | 0.944 | 0.029 | — | — | |
| A2deleMACs (G)=41.86, Params (M)=30.342021.04 | 0.882 | — | 0.944 | 0.029 | 0.899 | — | |
| DMRAPublication Year=20192021.08 | 0.879 | 0.899 | 0.947 | 0.031 | — | — | |
| SSF2023.12 | 0.875 | 0.913 | 0.949 | 0.026 | — | — | |
| CMWNet2023.12 | 0.872 | 0.917 | 0.951 | 0.029 | — | — | |
| cmWS2023.12 | 0.87 | 0.915 | 0.945 | 0.027 | — | — | |
| BBSNet2023.12 | 0.87 | 0.92 | 0.945 | 0.027 | — | — | |
| CPFPPublication Year=20192021.08 | 0.867 | 0.888 | 0.932 | 0.036 | — | — | |
| TANetPublication Year=20192021.08 | 0.863 | 0.886 | 0.941 | 0.041 | — | — | |
| PCFPublication Year=20182021.08 | 0.841 | 0.874 | 0.925 | 0.044 | — | — | |
| CTMFPublication Year=20182021.08 | 0.825 | 0.86 | 0.929 | 0.056 | — | — | |
| MMCIPublication Year=20192021.08 | 0.815 | 0.856 | 0.913 | 0.059 | — | — | |
| MDSFPublication Year=20172021.08 | 0.793 | 0.805 | 0.885 | 0.095 | — | — | |
| DFPublication Year=20172021.08 | 0.778 | 0.802 | 0.88 | 0.085 | — | — | |
| AFNetPublication Year=20192021.08 | 0.771 | 0.799 | 0.879 | 0.058 | — | — | |
| LBEPublication Year=20162021.08 | 0.745 | 0.762 | 0.855 | 0.081 | — | — | |
| SEPublication Year=20162021.08 | 0.713 | 0.756 | 0.847 | 0.091 | — | — | |
| DTMPublication Year=20202021.08 | 0.677 | 0.733 | 0.833 | 0.145 | — | — | |
| DCMCPublication Year=20162021.08 | 0.648 | 0.724 | 0.793 | 0.117 | — | — | |
| LHMPublication Year=20142021.08 | 0.622 | 0.63 | 0.766 | 0.108 | — | — | |
| CDCPPublication Year=20172021.08 | 0.621 | 0.669 | 0.741 | 0.18 | — | — | |
| ACSDPublication Year=20142021.08 | 0.607 | 0.673 | 0.78 | 0.179 | — | — | |
| BSCALearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.178 | — | — | |
| CDBLearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.108 | — | — | |
| CDCPLearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.114 | — | — | |
| CENLearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.059 | — | — | |
| DCMCLearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.196 | — | — | |
| DeepUSPSLearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.088 | — | — | |
| GPLearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.144 | — | — | |
| MBLearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.089 | — | — | |
| MSTLearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.199 | — | — | |
| SELearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.085 | — | — | |
| SPLearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.065 | — | — | |
| USDLearning Protocol=Unsupervised, Input=RGB-D2021.12 | — | — | — | 0.119 | — | — |