Salient Object Detection on DUT-OMRON (test)
0.04MAEEVPv2
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| EVPv2Backbone=ViT-SAM2023.05 | 0.04 | — | — | 87.4 | — | 86.5 | — | — | 90.2 | — | — | |
| SelfReformer-fullTransformer-based=true, Upsampling Strategy=Pixel Shuffle2022.05 | 0.041 | — | — | 85.6 | 0.886 | 83.6 | — | — | — | — | — | |
| SelfReformer2023.05 | 0.041 | — | — | 85.6 | — | 83.6 | — | — | 88.6 | — | — | |
| PA-KRNBackbone=SwinB, Re-implementation=true2022.09 | 0.042 | 83.8 | — | 87.4 | — | — | — | — | — | — | — | |
| BBRF2023.05 | 0.042 | — | — | 85.5 | — | 84.3 | — | — | 88.7 | — | — | |
| BBRFyear=20212025.01 | 0.042 | — | — | — | — | — | — | — | — | 85.5 | 88.7 | |
| SelfReformer-BITransformer-based=true, Upsampling Strategy=Bilinear Interpolation2022.05 | 0.043 | — | — | 84.8 | 0.877 | 82.9 | — | — | — | — | — | |
| SelfReformeryear=20232025.01 | 0.043 | — | — | — | — | — | — | — | — | 85.9 | 88.4 | |
| MSFNetTransformer-based=false2022.05 | 0.045 | — | — | 81.9 | 0.862 | 79.8 | — | — | — | — | — | |
| LDFBackbone=Res2Net50, Re-implementation=true2022.09 | 0.045 | 78.8 | — | 84.8 | — | — | — | — | — | — | — | |
| InSPyReNetBackbone=SwinB2022.09 | 0.045 | 83.2 | — | 87.5 | — | — | — | — | — | — | — | |
| MENetyear=20232025.01 | 0.045 | — | — | — | — | — | — | — | — | 85 | 89.1 | |
| FOCUS2025.01 | 0.045 | — | — | — | — | — | — | — | — | 86.8 | 90 | |
| EVPv1Backbone=SegFormer2023.05 | 0.046 | — | — | 86.2 | — | 85.8 | — | — | 89.4 | — | — | |
| EVPv2Backbone=ViT-MAE2023.05 | 0.046 | — | — | 85.4 | — | 84.4 | — | — | 87 | — | — | |
| EVPversion=v1, year=20232025.01 | 0.046 | — | — | — | — | — | — | — | — | 86.2 | 89.4 | |
| C4Net-C5Backbone=ResNet-1012021.10 | 0.047 | — | 78.8 | — | 0.865 | — | — | — | — | — | — | |
| MINetBackbone=SwinB, Re-implementation=true2022.09 | 0.047 | 79.8 | — | 85.2 | — | — | — | — | — | — | — | |
| EVPv2Backbone=SegFormer2023.05 | 0.047 | — | — | 86.2 | — | 85.7 | — | — | 89.5 | — | — | |
| EVPversion=v2, year=20232025.01 | 0.047 | — | — | — | — | — | — | — | — | 86.2 | 89.5 | |
| F³NetBackbone=Res2Net50, Re-implementation=true2022.09 | 0.048 | 77.1 | — | 83.9 | — | — | — | — | — | — | — | |
| Mao et al.Backbone=SwinB2022.09 | 0.048 | 81.8 | — | 86.2 | — | — | — | — | — | — | — | |
| EVPv2Backbone=ViT-CLS2023.05 | 0.048 | — | — | 85.6 | — | 84.1 | — | — | 87.5 | — | — | |
| PAKRNTransformer-based=false2022.05 | 0.049 | — | — | 85.3 | 0.885 | 83.4 | — | — | — | — | — | |
| DSANetInput=RGB2020.05 | 0.05 | 82.7 | 78.3 | 84.5 | — | — | — | — | — | — | — | |
| PA-KRNBackbone=Res2Net50, Re-implementation=true2022.09 | 0.05 | 80.8 | — | 85.3 | — | — | — | — | — | — | — | |
| C4Net-C4Backbone=ResNet-502021.10 | 0.051 | — | 77.6 | — | 0.863 | — | — | — | — | — | — | |
| LDFTransformer-based=false2022.05 | 0.051 | — | — | 83.8 | 0.873 | 81.9 | — | — | — | — | — | |
| DCNTransformer-based=false2022.05 | 0.051 | — | — | 84.5 | 0.878 | 82.3 | — | — | — | — | — | |
| GateNetBackbone=ResNeXt1012022.09 | 0.051 | 79.4 | — | 84.9 | — | — | — | — | — | — | — | |
| LDF2023.05 | 0.051 | — | — | 83.8 | — | 82 | — | — | 87.3 | — | — | |
| LDFBackbone=ResNet-502021.10 | 0.052 | — | 77.3 | — | 0.862 | — | — | — | — | — | — | |
| F3NetTransformer-based=false2022.05 | 0.052 | — | — | 83.8 | 0.869 | 81.3 | — | — | — | — | — | |
| Chen et al.Backbone=SwinB, Re-implementation=true2022.09 | 0.052 | 81 | — | 86 | — | — | — | — | — | — | — | |
| LDFBackbone=SwinB, Re-implementation=true2022.09 | 0.052 | 80.9 | — | 85.4 | — | — | — | — | — | — | — | |
| F3NetInput=RGB2020.05 | 0.053 | 81.3 | 76.6 | 83.8 | — | — | — | — | — | — | — | |
| EGNetBackbone=ResNet-502021.10 | 0.053 | — | 76.7 | — | 0.857 | — | — | — | — | — | — | |
| F3NetBackbone=ResNet-502021.10 | 0.053 | — | 77 | — | 0.862 | — | — | — | — | — | — | |
| F³NetBackbone=SwinB, Re-implementation=true2022.09 | 0.053 | 82.6 | — | 86 | — | — | — | — | — | — | — | |
| PoolNetBackbone=ResNet-502021.10 | 0.054 | — | 75.6 | — | 0.849 | — | — | — | — | — | — | |
| GateNetTransformer-based=false2022.05 | 0.054 | — | — | 83.8 | 0.862 | 81.8 | — | — | — | — | — | |
| U2NetTransformer-based=false2022.05 | 0.054 | — | — | 84.6 | 0.87 | 82.2 | — | — | — | — | — | |
| PoolNetBackbone=ResNet502022.09 | 0.054 | 76.3 | — | 83.1 | — | — | — | — | — | — | — | |
| PoolNetInput=RGB2020.05 | 0.055 | 80.8 | 74.7 | 83.3 | — | — | — | — | — | — | — | |
| MINetTransformer-based=false2022.05 | 0.055 | — | — | 83.2 | 0.864 | 80.9 | — | — | — | — | — | |
| PFSNetTransformer-based=false2022.05 | 0.055 | — | — | 84.2 | 0.875 | 82.3 | — | — | — | — | — | |
| MINetBackbone=Res2Net50, Re-implementation=true2022.09 | 0.055 | 78.7 | — | 84.3 | — | — | — | — | — | — | — | |
| BASNetInput=RGB2020.05 | 0.056 | 80.5 | 75.6 | 83.6 | — | — | — | — | — | — | — | |
| CPD-RInput=RGB2020.05 | 0.056 | 79.7 | 74.7 | 82.5 | — | — | — | — | — | — | — | |
| GCPANetInput=RGB2020.05 | 0.056 | 81.2 | 74.8 | 83.9 | — | — | — | — | — | — | — | |
| SCRNBackbone=ResNet-502021.10 | 0.056 | — | 77.2 | — | 0.863 | — | — | — | — | — | — | |
| CPDBackbone=ResNet-502021.10 | 0.056 | — | 75.4 | — | 0.85 | — | — | — | — | — | — | |
| BASNetBackbone=ResNet-502021.10 | 0.056 | — | 77.3 | — | 0.864 | — | — | — | — | — | — | |
| MINetBackbone=ResNet-502021.10 | 0.056 | — | 76.4 | — | 0.861 | — | — | — | — | — | — | |
| GCPATransformer-based=false2022.05 | 0.056 | — | — | 83.8 | 0.86 | 81.1 | — | — | — | — | — | |
| BASNetBackbone=ResNet342022.09 | 0.056 | 77.9 | — | 83.6 | — | — | — | — | — | — | — | |
| CPDBackbone=ResNet502022.09 | 0.056 | 75.4 | — | 82.5 | — | — | — | — | — | — | — | |
| PoolNet2023.05 | 0.056 | — | — | 82.8 | — | 80.8 | — | — | 86.3 | — | — | |
| GCPANetBackbone=ResNet-502021.10 | 0.057 | — | 76.7 | — | 0.857 | — | — | — | — | — | — | |
| VSTTransformer-based=true2022.05 | 0.057 | — | — | 85 | 0.861 | 82.4 | — | — | — | — | — | |
| EGNetBackbone=ResNet502022.09 | 0.057 | 77.3 | — | 83.6 | — | — | — | — | — | — | — | |
| VSTBackbone=T2T-ViT-142022.09 | 0.058 | 80 | — | 85 | — | — | — | — | — | — | — | |
| VST2023.05 | 0.058 | — | — | 85 | — | 82.5 | — | — | 86.1 | — | — | |
| VSTyear=20212025.01 | 0.058 | — | — | — | — | — | — | — | — | 85 | 86.1 | |
| InSPyReNetBackbone=Res2Net502022.09 | 0.059 | 79.1 | — | 84.5 | — | — | — | — | — | — | — | |
| BANetInput=RGB2020.05 | 0.061 | 78.2 | 75 | 83.2 | — | — | — | — | — | — | — | |
| Chen et al.Backbone=Res2Net50, Re-implementation=true2022.09 | 0.061 | 76.9 | — | 83.4 | — | — | — | — | — | — | — | |
| DGRLBackbone=ResNet-502021.10 | 0.063 | — | 73.8 | — | 0.848 | — | — | — | — | — | — | |
| BMPMInput=RGB2020.05 | 0.064 | 77.4 | 69.8 | 80.8 | — | — | — | — | — | — | — | |
| PICA-RInput=RGB2020.05 | 0.065 | 80.3 | 76.2 | 82.9 | — | — | — | — | — | — | — | |
| PiCANetBackbone=ResNet-502021.10 | 0.065 | — | 75.9 | — | 0.86 | — | — | — | — | — | — | |
| R3NetInput=RGB2020.05 | 0.067 | 79.3 | 69 | 81.9 | — | — | — | — | — | — | — | |
| MSRNet2017.04 | 0.069 | 78.5 | — | — | — | — | — | — | — | — | — | |
| PAGRInput=RGB2020.05 | 0.071 | 77.1 | 71.1 | 77.5 | — | — | — | — | — | — | — | |
| DCL+2016.03 | 0.08 | 75.7 | — | — | — | — | — | — | — | — | — | |
| DCL+2017.04 | 0.08 | 75.7 | — | — | — | — | — | — | — | — | — | |
| DCL2016.03 | 0.084 | 73.3 | — | — | — | — | — | — | — | — | — | |
| MC2016.03 | 0.088 | 70.3 | — | — | — | — | — | — | — | — | — | |
| MC2017.04 | 0.088 | 70.3 | — | — | — | — | — | — | — | — | — | |
| MDF2016.03 | 0.092 | 69.4 | — | — | — | — | — | — | — | — | — | |
| MDF2017.04 | 0.092 | 69.4 | — | — | — | — | — | — | — | — | — | |
| RFCN2017.04 | 0.095 | 74.7 | — | — | — | — | — | — | — | — | — | |
| FCN2016.03 | 0.131 | 68.1 | — | — | — | — | — | — | — | — | — | |
| LEGS2016.03 | 0.133 | 66.9 | — | — | — | — | — | — | — | — | — | |
| LEGS2017.04 | 0.133 | 66.9 | — | — | — | — | — | — | — | — | — | |
| PISA2016.03 | 0.141 | 63 | — | — | — | — | — | — | — | — | — | |
| SF2016.03 | 0.147 | 49.5 | — | — | — | — | — | — | — | — | — | |
| DRFI2016.03 | 0.15 | 66.4 | — | — | — | — | — | — | — | — | — | |
| DRFI2017.04 | 0.15 | 66.4 | — | — | — | — | — | — | — | — | — | |
| BSCA2016.03 | 0.191 | 61.7 | — | — | — | — | — | — | — | — | — | |
| GC2016.03 | 0.218 | 49.5 | — | — | — | — | — | — | — | — | — | |
| GC2017.04 | 0.218 | 49.5 | — | — | — | — | — | — | — | — | — | |
| CPD2021.11 | — | — | — | — | — | — | 64.5 | 77.4 | — | — | — | |
| MAVLText Query=General ('all objects')2021.11 | — | — | — | — | — | — | 67 | 89.1 | — | — | — | |
| MAVLText Query=Task specific ('all salient/foreground objects')2021.11 | — | — | — | — | — | — | 75.5 | 93.3 | — | — | — | |
| PoolNet2021.11 | — | — | — | — | — | — | 66.5 | 78.8 | — | — | — |