RGBD Saliency Detection on NLPR
92S-measureUC-Net
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| UC-NetModel Category=Deep Models2020.04 | 92 | 89.1 | 95.1 | 2.5 | |
| DMRAModel Category=Deep Models2020.04 | 89.9 | 86.5 | 94 | 3.1 | |
| CPFPModel Category=Deep Models2020.04 | 88.8 | 84 | 91.8 | 3.6 | |
| TANetModel Category=Deep Models2020.04 | 88.6 | 81.9 | 90.2 | 4.1 | |
| PCFModel Category=Deep Models2020.04 | 87.4 | 80.2 | 88.7 | 4.4 | |
| CTMFModel Category=Deep Models2020.04 | 86 | 74 | 84 | 5.6 | |
| MMCIModel Category=Deep Models2020.04 | 85.6 | 73.7 | 84.1 | 5.9 | |
| DFModel Category=Deep Models2020.04 | 80.6 | 66.4 | 75.7 | 7.9 | |
| MDSFModel Category=Handcrafted Feature-based Models2020.04 | 80.5 | 64.9 | 74.5 | 9.5 | |
| AFNetModel Category=Deep Models2020.04 | 79.9 | 75.5 | 85.1 | 5.8 | |
| LBEModel Category=Handcrafted Feature-based Models2020.04 | 76.2 | 63.6 | 71.9 | 8.1 | |
| SEModel Category=Handcrafted Feature-based Models2020.04 | 75.6 | 62.4 | 74.2 | 9.1 | |
| CDCPModel Category=Handcrafted Feature-based Models2020.04 | 72.7 | 60.9 | 78.2 | 11.2 | |
| DCMCModel Category=Handcrafted Feature-based Models2020.04 | 72.4 | 54.2 | 68.4 | 11.7 | |
| ACSDModel Category=Handcrafted Feature-based Models2020.04 | 67.3 | 42.9 | 57.9 | 17.9 | |
| GPModel Category=Handcrafted Feature-based Models2020.04 | 65.5 | 45.1 | 57.1 | 14.6 | |
| CDBModel Category=Handcrafted Feature-based Models2020.04 | 63.2 | 42.1 | 56.7 | 10.8 | |
| LHMModel Category=Handcrafted Feature-based Models2020.04 | 63 | 42.7 | 56 | 10.8 | |
| DESMModel Category=Handcrafted Feature-based Models2020.04 | 57.2 | 43 | 54.2 | 31.2 | |
| CMINetFusion Category=Cross-level Fusion, Model Type=Deep Model2021.09 | 0.941 | 0.909 | 0.964 | 0.019 | |
| Progressively Guided Alternate Refinement NetworkTraining Set=NJUD+NLPR+DUT2020.08 | 0.93 | 0.885 | 0.955 | 0.024 | |
| BBS-NetFusion Category=Cross-level Fusion, Model Type=Deep Model2021.09 | 0.93 | 0.896 | 0.95 | 0.023 | |
| JLDCFFusion Category=Late Fusion, Model Type=Deep Model2021.09 | 0.925 | 0.894 | 0.955 | 0.022 | |
| UC-NetModel category=Deep2020.09 | 0.92 | 0.891 | 0.951 | 0.025 | |
| ABPModel category=Deep2020.09 | 0.919 | 0.891 | 0.952 | 0.024 | |
| Progressively Guided Alternate Refinement NetworkTraining Set=NJUD+NLPR2020.08 | 0.918 | 0.871 | 0.948 | 0.028 | |
| CVAEModel category=Deep2020.09 | 0.917 | 0.893 | 0.952 | 0.025 | |
| Ours(VGG)Training Image Num.=0.70K+1.5K+21K, Training Dataset=NLR+NJU+O2020.08 | 0.916 | 0.864 | — | 0.029 | |
| CAS-GNN2020.08 | 0.905 | 0.906 | 0.947 | 0.028 | |
| D3Net2020.08 | 0.904 | 0.885 | 0.946 | 0.03 | |
| Ours(ResNet)Training Image Num.=0.70K+1.5K, Training Dataset=NLR+NJU2020.08 | 0.903 | 0.866 | — | 0.032 | |
| DMRA2020.08 | 0.901 | 0.857 | 0.945 | 0.029 | |
| CPD19Training Image Num.=0.70K+1.5K, Training Dataset=NLR+NJU2020.08 | 0.901 | 0.86 | — | 0.034 | |
| DMRATraining Set=NJUD+NLPR+DUT2020.08 | 0.899 | 0.854 | 0.941 | 0.031 | |
| DMRAModel category=Deep2020.09 | 0.899 | 0.865 | 0.94 | 0.031 | |
| BASNet19Training Image Num.=0.70K+1.5K, Training Dataset=NLR+NJU2020.08 | 0.889 | 0.841 | — | 0.037 | |
| CPFPTraining Set=NJUD+NLPR2020.08 | 0.888 | 0.822 | 0.924 | 0.036 | |
| CPFPModel category=Deep2020.09 | 0.888 | 0.84 | 0.918 | 0.036 | |
| CPFP19Training Image Num.=0.70K+1.5K, Training Dataset=NLR+NJU2020.08 | 0.888 | 0.84 | — | 0.036 | |
| PDNet18Training Image Num.=0.70K+1.5K+21K, Training Dataset=NLR+NJU+O2020.08 | 0.887 | 0.802 | — | 0.05 | |
| TANTraining Set=NJUD+NLPR2020.08 | 0.886 | 0.796 | 0.916 | 0.041 | |
| TANetModel category=Deep2020.09 | 0.886 | 0.819 | 0.902 | 0.041 | |
| TANet19Training Image Num.=0.70K+1.5K, Training Dataset=NLR+NJU2020.08 | 0.886 | 0.819 | — | 0.041 | |
| PCANTraining Set=NJUD+NLPR2020.08 | 0.874 | 0.795 | 0.916 | 0.044 | |
| PCFModel category=Deep2020.09 | 0.874 | 0.802 | 0.887 | 0.044 | |
| PCF18Training Image Num.=0.70K+1.5K, Training Dataset=NLR+NJU2020.08 | 0.874 | 0.802 | — | 0.044 | |
| CPFP2020.08 | 0.872 | 0.846 | 0.923 | 0.038 | |
| CTMF2020.08 | 0.863 | 0.844 | 0.932 | 0.055 | |
| CTMFTraining Set=NJUD+NLPR2020.08 | 0.86 | 0.723 | 0.869 | 0.056 | |
| CTMFModel category=Deep2020.09 | 0.86 | 0.74 | 0.84 | 0.056 | |
| CTMF18Training Image Num.=0.65K+1.4K, Training Dataset=NLR+NJU2020.08 | 0.86 | 0.74 | — | 0.056 | |
| TANet2020.08 | 0.858 | 0.827 | 0.91 | 0.046 | |
| MMCITraining Set=NJUD+NLPR2020.08 | 0.856 | 0.73 | 0.872 | 0.059 | |
| MMCIModel category=Deep2020.09 | 0.856 | 0.737 | 0.841 | 0.059 | |
| MMCI19Training Image Num.=0.70K+1.5K, Training Dataset=NLR+NJU2020.08 | 0.856 | 0.737 | — | 0.059 | |
| EGNet19Training Image Num.=0.70K+1.5K, Training Dataset=NLR+NJU2020.08 | 0.85 | 0.796 | — | 0.051 | |
| MMCI2020.08 | 0.848 | 0.822 | 0.928 | 0.065 | |
| PolygonSupervision=Polygon-level2021.09 | 0.848 | 0.789 | 0.899 | 0.043 | |
| PCF2020.08 | 0.842 | 0.804 | 0.893 | 0.049 | |
| ScribbleSupervision=Scribble-level2021.09 | 0.82 | 0.737 | 0.863 | 0.058 | |
| DFTraining Set=NJUD+NLPR2020.08 | 0.806 | 0.759 | 0.884 | 0.079 | |
| DFModel category=Deep2020.09 | 0.806 | 0.664 | 0.757 | 0.079 | |
| DFFusion Category=Early Fusion, Model Type=Deep Model2021.09 | 0.806 | 0.664 | 0.757 | 0.079 | |
| MDSFModel category=Handcrafted2020.09 | 0.805 | 0.649 | 0.745 | 0.095 | |
| MDSF17Training Image Num.=0.50K+0.5K, Training Dataset=NLR+NJU2020.08 | 0.805 | 0.649 | — | 0.095 | |
| DF17Training Image Num.=0.75K+1.0K, Training Dataset=NLR+NJU2020.08 | 0.802 | 0.664 | — | 0.085 | |
| AFNetModel category=Deep2020.09 | 0.799 | 0.755 | 0.851 | 0.058 | |
| AFNet19Training Image Num.=0.70K+1.5K, Training Dataset=NLR+NJU2020.08 | 0.799 | 0.755 | — | 0.058 | |
| LBETraining Set=NJUD+NLPR2020.08 | 0.777 | 0.747 | 0.868 | 0.073 | |
| AFNet2020.08 | 0.77 | 0.728 | 0.881 | 0.068 | |
| LBEModel category=Handcrafted2020.09 | 0.762 | 0.636 | 0.719 | 0.081 | |
| SEModel category=Handcrafted2020.09 | 0.756 | 0.624 | 0.742 | 0.091 | |
| MDSF2020.08 | 0.741 | 0.746 | 0.851 | 0.122 | |
| CDCPModel category=Handcrafted2020.09 | 0.727 | 0.609 | 0.782 | 0.112 | |
| DCMCModel category=Handcrafted2020.09 | 0.724 | 0.542 | 0.684 | 0.117 | |
| CDCP2020.08 | 0.709 | 0.631 | 0.811 | 0.115 | |
| ACSDTraining Set=NJUD+NLPR2020.08 | 0.684 | 0.548 | 0.752 | 0.171 | |
| ACSDModel category=Handcrafted2020.09 | 0.673 | 0.429 | 0.579 | 0.179 | |
| GPModel category=Handcrafted2020.09 | 0.655 | 0.451 | 0.571 | 0.146 | |
| CDB2020.08 | 0.645 | 0.723 | 0.83 | 0.1 | |
| CDBModel category=Handcrafted2020.09 | 0.632 | 0.421 | 0.567 | 0.108 | |
| LHMTraining Set=NJUD+NLPR2020.08 | 0.631 | 0.665 | 0.819 | 0.103 | |
| LHMModel category=Handcrafted2020.09 | 0.63 | 0.427 | 0.56 | 0.108 | |
| LHM2020.08 | 0.578 | 0.511 | 0.653 | 0.114 | |
| DESMModel category=Handcrafted2020.09 | 0.572 | 0.43 | 0.542 | 0.312 |