Salient Object Detection on DUT-OMRON
0.032MAES3ODNet
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| S3ODNetData=S3OD + SOD2025.10 | 0.032 | — | — | — | — | 0.879 | — | — | — | — | 0.898 | 0.924 | — | — | — | — | |
| S3ODNetData=SOD2025.10 | 0.033 | — | — | — | — | 0.874 | — | — | — | — | 0.89 | 0.919 | — | — | — | — | |
| BiRefNetData=SOD2025.10 | 0.038 | — | — | — | — | 0.839 | — | — | — | — | 0.882 | 0.896 | — | — | — | — | |
| SAM2-UNet2024.08 | 0.039 | — | — | — | — | — | — | — | — | — | 0.884 | 0.912 | — | — | — | — | |
| S3ODNetTraining Data=S3OD2025.10 | 0.04 | — | — | 0.911 | — | 0.86 | — | — | 0.887 | — | — | — | — | — | — | — | |
| PA-KRNbackbone=SwinB, training_datasets=DUTS-TR, re-implemented=true2022.09 | 0.042 | — | — | — | — | 0.874 | — | — | 0.838 | — | — | — | — | — | — | — | |
| ARNetSource=20252025.12 | 0.044 | 0.869 | — | 0.896 | — | — | — | — | — | — | — | — | 0.807 | — | — | — | |
| CFDN2021.10 | 0.045 | — | — | — | — | — | 0.882 | 0.845 | 0.884 | — | — | — | — | — | — | — | |
| DHQSODTrained on=DUTS-TR and HRSOD-TR, Backbone=ResNet-502022.04 | 0.045 | 0.836 | — | 0.873 | — | 0.82 | — | — | — | — | — | — | — | — | — | — | |
| PGNetTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 0.045 | 0.855 | — | 0.887 | — | 0.835 | — | — | — | — | — | — | — | — | — | — | |
| PGNetbackbone=SwinB + ResNet18, training_datasets=DUTS-TR2022.09 | 0.045 | — | — | — | — | 0.855 | — | — | 0.803 | — | — | — | — | — | — | — | |
| InSPyReNetbackbone=SwinB, training_datasets=DUTS-TR2022.09 | 0.045 | — | — | — | — | 0.875 | — | — | 0.832 | — | — | — | — | — | — | — | |
| MENet2024.08 | 0.045 | — | — | — | — | — | — | — | — | — | 0.85 | 0.891 | — | — | — | — | |
| MENetSource=CVPR232025.12 | 0.045 | 0.85 | — | 0.871 | — | — | — | — | — | — | — | — | — | — | — | — | |
| GPONetSource=PR242025.12 | 0.045 | 0.893 | — | 0.899 | — | — | — | — | — | — | — | — | — | — | — | — | |
| RCSBNetCategory=Contour-based2021.05 | 0.045 | — | 0.752 | — | — | — | — | — | — | 0.773 | — | 0.855 | — | — | — | — | |
| DHQData=SOD2025.10 | 0.045 | — | — | — | — | 0.82 | — | — | — | — | 0.836 | 0.873 | — | — | — | — | |
| RCSB2026.06 | 0.045 | — | — | — | — | — | — | — | — | — | — | — | — | 77.3 | — | — | |
| MSENET2026.06 | 0.045 | — | — | — | — | — | — | — | — | — | — | — | — | 79.8 | — | — | |
| MENET2026.06 | 0.045 | — | — | — | — | — | — | — | — | — | — | — | — | 79.2 | — | — | |
| PGNetTrained on=DUTS-TR and HRSOD-TR, Backbone=ResNet-502022.04 | 0.046 | 0.858 | — | 0.887 | — | 0.835 | — | — | — | — | — | — | — | — | — | — | |
| PGNetbackbone=SwinB + ResNet18, training_datasets=DUTS-TR, HRSOD-TR2022.09 | 0.046 | — | — | — | — | 0.858 | — | — | 0.803 | — | — | — | — | — | — | — | |
| InSpyreNetData=SOD2025.10 | 0.046 | — | — | — | — | 0.823 | — | — | — | — | 0.872 | 0.906 | — | — | — | — | |
| MINetbackbone=SwinB, training_datasets=DUTS-TR, re-implemented=true2022.09 | 0.047 | — | — | — | — | 0.852 | — | — | 0.798 | — | — | — | — | — | — | — | |
| Tang et al.backbone=ResNet50, training_datasets=DUTS-TR, HRSOD-TR2022.09 | 0.048 | — | — | — | — | 0.843 | — | — | 0.796 | — | — | — | — | — | — | — | |
| BoxSAMSupervision type=bounding-box2026.05 | 0.048 | — | — | — | — | 0.825 | — | — | — | — | — | — | — | — | — | — | |
| SGL-KRNBackbone=ResNet50, Year=20212022.03 | 0.049 | 0.846 | 0.765 | 0.885 | — | — | — | — | — | 0.783 | — | — | — | — | — | — | |
| EDN2024.08 | 0.049 | — | — | — | — | — | — | — | — | — | 0.85 | 0.877 | — | — | — | — | |
| DPNetSource=TIP222025.12 | 0.049 | 0.854 | — | 0.878 | — | — | — | — | — | — | — | — | — | — | — | — | |
| DASNetTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 0.05 | 0.845 | — | 0.877 | — | 0.827 | — | — | — | — | — | — | — | — | — | — | |
| PoolNet2021.11 | 0.05 | — | 0.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Auto-MSFNetBackbone=ResNet50, Year=20212022.03 | 0.05 | 0.832 | 0.757 | 0.875 | — | — | — | — | — | 0.772 | — | — | — | — | — | — | |
| VST-S++2026.06 | 0.05 | — | — | — | — | — | — | — | — | — | — | — | — | 81.3 | — | — | |
| LDFTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 0.051 | 0.838 | — | 0.873 | — | 0.82 | — | — | — | — | — | — | — | — | — | — | |
| LDFData=SOD2025.10 | 0.051 | — | — | — | — | 0.82 | — | — | — | — | 0.838 | 0.873 | — | — | — | — | |
| LDF2026.06 | 0.051 | — | — | — | — | — | — | — | — | — | — | — | — | 77.3 | — | — | |
| CTDTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 0.052 | 0.844 | — | 0.875 | — | 0.826 | — | — | — | — | — | — | — | — | — | — | |
| Chen et al.backbone=SwinB, training_datasets=DUTS-TR, re-implemented=true2022.09 | 0.052 | — | — | — | — | 0.86 | — | — | 0.81 | — | — | — | — | — | — | — | |
| LDFbackbone=SwinB, training_datasets=DUTS-TR, re-implemented=true2022.09 | 0.052 | — | — | — | — | 0.854 | — | — | 0.809 | — | — | — | — | — | — | — | |
| LDFBackbone=ResNet50, Year=20202022.03 | 0.052 | 0.839 | 0.752 | 0.869 | — | — | — | — | — | 0.77 | — | — | — | — | — | — | |
| CTDNetBackbone=ResNet50, Year=20212022.03 | 0.052 | 0.844 | 0.762 | 0.881 | — | — | — | — | — | 0.779 | — | — | — | — | — | — | |
| CFNetSource=PR222025.12 | 0.052 | 0.854 | — | 0.884 | — | — | — | — | — | — | — | — | — | — | — | — | |
| U2Mamba2026.06 | 0.052 | — | — | — | — | — | — | — | — | — | — | — | — | 81.6 | — | — | |
| F3NetTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 0.053 | 0.838 | — | 0.871 | — | 0.813 | — | — | — | — | — | — | — | — | — | — | |
| F³Netbackbone=SwinB, training_datasets=DUTS-TR, re-implemented=true2022.09 | 0.053 | — | — | — | — | 0.86 | — | — | 0.826 | — | — | — | — | — | — | — | |
| EGNetBackbone=ResNet50, Year=20192022.03 | 0.053 | 0.841 | 0.738 | 0.878 | — | — | — | — | — | 0.76 | — | — | — | — | — | — | |
| F3NetBackbone=ResNet50, Year=20202022.03 | 0.053 | 0.838 | 0.747 | 0.872 | — | — | — | — | — | 0.766 | — | — | — | — | — | — | |
| ZoomNetBackbone=ResNet50, Year=20212022.03 | 0.053 | 0.841 | 0.755 | 0.872 | — | — | — | — | — | 0.771 | — | — | — | — | — | — | |
| EGNet19Category=Contour-based2021.05 | 0.053 | — | 0.725 | — | — | — | — | — | — | 0.755 | — | 0.867 | — | — | — | — | |
| F3Net20Category=Non-Contour-based2021.05 | 0.053 | — | 0.747 | — | — | — | — | — | — | 0.766 | — | 0.87 | — | — | — | — | |
| F3NET2026.06 | 0.053 | — | — | — | — | — | — | — | — | — | — | — | — | 76.6 | — | — | |
| PoolNetBackbone=ResNet50, Year=20192022.03 | 0.054 | 0.831 | 0.725 | 0.867 | — | — | — | — | — | 0.747 | — | — | — | — | — | — | |
| U2Net2024.08 | 0.054 | — | — | — | — | — | — | — | — | — | 0.847 | 0.872 | — | — | — | — | |
| PoolNet19Category=Contour-based2021.05 | 0.054 | — | 0.725 | — | — | — | — | — | — | 0.752 | — | 0.868 | — | — | — | — | |
| CAGNet20Category=Non-Contour-based2021.05 | 0.054 | — | 0.728 | — | — | — | — | — | — | 0.752 | — | 0.856 | — | — | — | — | |
| U2Net20Category=Non-Contour-based2021.05 | 0.054 | — | 0.751 | — | — | — | — | — | — | 0.761 | — | 0.87 | — | — | — | — | |
| BiRefNetTraining Data=DIS2025.10 | 0.054 | — | — | 0.835 | — | 0.744 | — | — | 0.819 | — | — | — | — | — | — | — | |
| U2NET2026.06 | 0.054 | — | — | — | — | — | — | — | — | — | — | — | — | 82.3 | — | — | |
| PFSTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 0.055 | 0.842 | — | 0.875 | — | 0.823 | — | — | — | — | — | — | — | — | — | — | |
| DFIBackbone=ResNet50, Year=20202022.03 | 0.055 | 0.84 | 0.738 | 0.877 | — | — | — | — | — | 0.762 | — | — | — | — | — | — | |
| GateNetBackbone=ResNet50, Year=20202022.03 | 0.055 | 0.838 | 0.729 | 0.876 | — | — | — | — | — | 0.757 | — | — | — | — | — | — | |
| MDFANetSource=NeuCom252025.12 | 0.055 | 0.849 | — | 0.888 | — | — | — | — | — | — | — | — | 0.764 | — | — | — | |
| GateNet20Category=Non-Contour-based2021.05 | 0.055 | — | 0.729 | — | — | — | — | — | — | 0.746 | — | 0.862 | — | — | — | — | |
| MINet20Category=Non-Contour-based2021.05 | 0.055 | — | 0.738 | — | — | — | — | — | — | 0.755 | — | 0.865 | — | — | — | — | |
| Liu et al.Pub/Year=ERA24, Supervision type=bounding-box2026.05 | 0.055 | — | — | — | — | 0.793 | — | — | — | — | — | — | — | — | — | — | |
| CPD-R2020.03 | 0.056 | 0.825 | 0.797 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PoolNet2020.03 | 0.056 | 0.836 | 0.808 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GCPANetBackbone=ResNet-502020.03 | 0.056 | 0.839 | 0.812 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CPDTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 0.056 | 0.825 | — | 0.866 | — | 0.797 | — | — | — | — | — | — | — | — | — | — | |
| SCRNTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 0.056 | 0.837 | — | 0.863 | — | 0.811 | — | — | — | — | — | — | — | — | — | — | |
| GCPATrained on=DUTS-TR, Backbone=ResNet-502022.04 | 0.056 | 0.839 | — | 0.86 | — | 0.812 | — | — | — | — | — | — | — | — | — | — | |
| BASNetBackbone=ResNet34, Year=20192022.03 | 0.056 | 0.836 | 0.751 | 0.871 | — | — | — | — | — | 0.767 | — | — | — | — | — | — | |
| CPDBackbone=ResNet50, Year=20192022.03 | 0.056 | 0.825 | 0.719 | 0.868 | — | — | — | — | — | 0.742 | — | — | — | — | — | — | |
| SCRNBackbone=ResNet50, Year=20192022.03 | 0.056 | 0.837 | 0.72 | 0.875 | — | — | — | — | — | 0.749 | — | — | — | — | — | — | |
| GCPANetBackbone=ResNet50, Year=20202022.03 | 0.056 | 0.839 | 0.734 | 0.869 | — | — | — | — | — | 0.756 | — | — | — | — | — | — | |
| MINetBackbone=ResNet50, Year=20202022.03 | 0.056 | 0.833 | 0.738 | 0.869 | — | — | — | — | — | 0.757 | — | — | — | — | — | — | |
| DNASource=TCybern212025.12 | 0.056 | 0.826 | — | 0.863 | — | — | — | — | — | — | — | — | 0.735 | — | — | — | |
| MPTNetSource=ESWA242025.12 | 0.056 | 0.846 | — | 0.878 | — | — | — | — | — | — | — | — | 0.762 | — | — | — | |
| CPD19Category=Non-Contour-based2021.05 | 0.056 | — | 0.719 | — | — | — | — | — | — | 0.747 | — | 0.866 | — | — | — | — | |
| BASNet19Category=Non-Contour-based2021.05 | 0.056 | — | 0.751 | — | — | — | — | — | — | 0.756 | — | 0.869 | — | — | — | — | |
| GCPA20Category=Non-Contour-based2021.05 | 0.056 | — | 0.734 | — | — | — | — | — | — | 0.748 | — | 0.86 | — | — | — | — | |
| POOLNET2026.06 | 0.056 | — | — | — | — | — | — | — | — | — | — | — | — | 74.7 | — | — | |
| BBRF2026.06 | 0.056 | — | — | — | — | — | — | — | — | — | — | — | — | 82 | — | — | |
| BASNet2020.03 | 0.057 | 0.836 | 0.805 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ICON2024.08 | 0.057 | — | — | — | — | — | — | — | — | — | 0.845 | 0.879 | — | — | — | — | |
| ICONSource=TPAMI232025.12 | 0.057 | 0.844 | — | 0.879 | — | — | — | — | — | — | — | — | 0.761 | — | — | — | |
| AFNet19Category=Non-Contour-based2021.05 | 0.057 | — | 0.717 | — | — | — | — | — | — | 0.739 | — | 0.853 | — | — | — | — | |
| PGNetTrained on=UHRSD-TR and HRSOD-TR, Backbone=ResNet-502022.04 | 0.058 | 0.786 | — | 0.884 | — | 0.772 | — | — | — | — | — | — | — | — | — | — | |
| VSTBackbone=T2T-ViTt-14, Year=20212022.03 | 0.058 | 0.85 | 0.755 | 0.888 | — | — | — | — | — | 0.774 | — | — | — | — | — | — | |
| VSTSource=ICCV212025.12 | 0.058 | 0.85 | — | 0.872 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PGNetData=SOD2025.10 | 0.058 | — | — | — | — | 0.772 | — | — | — | — | 0.786 | 0.884 | — | — | — | — | |
| VST2026.06 | 0.058 | — | — | — | — | — | — | — | — | — | — | — | — | 80 | — | — | |
| PGNetbackbone=SwinB + ResNet18, training_datasets=HRSOD-TR, UHRSD-TR2022.09 | 0.059 | — | — | — | — | 0.79 | — | — | 0.727 | — | — | — | — | — | — | — | |
| CPD2021.11 | 0.06 | — | 0.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ITSDTrained on=DUTS-TR, Backbone=ResNet-502022.04 | 0.061 | 0.84 | — | 0.863 | — | 0.821 | — | — | — | — | — | — | — | — | — | — | |
| ITSDBackbone=ResNet50, Year=20202022.03 | 0.061 | 0.84 | 0.75 | 0.88 | — | — | — | — | — | 0.768 | — | — | — | — | — | — | |
| ITSD20Category=Contour-based2021.05 | 0.061 | — | 0.75 | — | — | — | — | — | — | 0.756 | — | 0.863 | — | — | — | — | |
| S3ODNetTraining Data=DIS2025.10 | 0.061 | — | — | 0.858 | — | 0.808 | — | — | 0.83 | — | — | — | — | — | — | — | |
| RASBackbone=VGG16, Year=20182022.03 | 0.062 | 0.814 | 0.695 | 0.86 | — | — | — | — | — | 0.731 | — | — | — | — | — | — | |
| PAGENetBackbone=VGG16, Year=20192022.03 | 0.062 | 0.824 | 0.722 | 0.858 | — | — | — | — | — | 0.743 | — | — | — | — | — | — |