Salient Object Detection on ECSSD 1,000 images (test)
0.017MAEBED-SAM2
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BED-SAM2Size=1024, TR=12026.05 | 0.017 | 96.8 | — | 97.1 | — | — | — | 95.5 | |
| FOCUS2025.01 | 0.018 | — | — | 97.1 | — | — | — | 94.3 | |
| BED-SAM2Size=512, TR=[1,3]2026.05 | 0.018 | 96.6 | — | 96.9 | — | — | — | 95.5 | |
| BED-SAM2Size=512, TR=[1,2,3]2026.05 | 0.018 | 96.6 | — | 96.9 | — | — | — | 95.3 | |
| BED-SAM2Size=1024, TR=[1,2]2026.05 | 0.018 | 96.7 | — | 97 | — | — | — | 95.4 | |
| BED-SAM2Size=1024, TR=[1,3]2026.05 | 0.018 | 96.5 | — | 96.8 | — | — | — | 95.3 | |
| BED-SAM2Size=1024, TR=[1,2,3]2026.05 | 0.018 | 96.5 | — | 96.8 | — | — | — | 95.4 | |
| BED-SAM2Size=352, TR=[1,2,3]2026.05 | 0.019 | 96.7 | — | 97 | — | — | — | 95.5 | |
| BED-SAM2Size=512, TR=[2,3]2026.05 | 0.019 | 96.5 | — | 96.8 | — | — | — | 95.4 | |
| BED-SAM2Size=1024, TR=[2,3]2026.05 | 0.019 | 96.5 | — | 96.9 | — | — | — | 95.2 | |
| SAM2-UNetSize=352, TR=12026.05 | 0.02 | — | — | 97 | — | — | — | 95 | |
| BED-SAM2Size=352, TR=[1,3]2026.05 | 0.02 | 96.6 | — | 96.9 | — | — | — | 95.5 | |
| BED-SAM2Size=512, TR=[1,2]2026.05 | 0.02 | 96.3 | — | 96.7 | — | — | — | 95.2 | |
| BED-SAM2Size=352, TR=[1,2]2026.05 | 0.021 | 96.4 | — | 96.7 | — | — | — | 95.3 | |
| BED-SAM2Size=512, TR=12026.05 | 0.021 | 96.3 | — | 96.6 | — | — | — | 95.2 | |
| BBRFyear=20212025.01 | 0.022 | — | — | 93.4 | — | — | — | 93.9 | |
| BED-SAM2Size=352, TR=12026.05 | 0.022 | 96.2 | — | 96.6 | — | — | — | 95.1 | |
| ICON-SSize=352, TR=12026.05 | 0.023 | 93.6 | — | 96.6 | — | — | — | 94.1 | |
| BED-SAM2Size=352, TR=[2,3]2026.05 | 0.023 | 96.1 | — | 96.4 | — | — | — | 95.1 | |
| SelfReformeryear=20232025.01 | 0.025 | — | — | 93.5 | — | — | — | 94.1 | |
| EVPversion=v1, year=20232025.01 | 0.027 | — | — | 95.7 | — | — | — | 93.5 | |
| EVPversion=v2, year=20232025.01 | 0.028 | — | — | 95.7 | — | — | — | 93.5 | |
| C4Net-C4Backbone=ResNet-502021.10 | 0.029 | 93.9 | — | 95.7 | — | — | — | — | |
| C4Net-C5Backbone=ResNet-1012021.10 | 0.03 | 93.9 | — | 95.6 | — | — | — | — | |
| MENetyear=20232025.01 | 0.03 | — | — | 95.4 | — | — | — | 92.8 | |
| MENetSize=352, TR=12026.05 | 0.031 | 95.5 | — | 95.4 | — | — | — | 92.8 | |
| F3Net2019.11 | 0.033 | 92.5 | 92.4 | 92.7 | — | — | — | — | |
| F3NetBackbone=ResNet-502021.10 | 0.033 | 92.5 | — | 93 | — | — | — | — | |
| VSTyear=20212025.01 | 0.033 | — | — | 91.8 | — | — | — | 93.2 | |
| EDNSize=384, TR=12026.05 | 0.033 | 91.8 | — | — | — | — | — | 95 | |
| U2NetSize=320, TR=12026.05 | 0.033 | 95.1 | — | — | — | — | — | 92.8 | |
| LDF2020.08 | 0.034 | 93 | — | 92.5 | — | — | — | — | |
| MINetBackbone=ResNet-502021.10 | 0.034 | 93.1 | — | 95.6 | — | — | — | — | |
| LDFBackbone=ResNet-502021.10 | 0.034 | 93 | — | 92.6 | — | — | — | — | |
| SIBA2020.08 | 0.035 | 92.3 | — | 92.8 | — | — | — | — | |
| GCPANetBackbone=ResNet-502021.10 | 0.035 | 92.9 | — | 95.4 | — | — | — | — | |
| BASNet2019.11 | 0.037 | 88 | 91.6 | 92.1 | — | — | — | — | |
| CPD-R2019.11 | 0.037 | 91.7 | 91.8 | 92.5 | — | — | — | — | |
| BASNet2020.08 | 0.037 | 88 | — | 92.1 | — | — | — | — | |
| CPD-R2020.08 | 0.037 | 91.7 | — | 92.5 | — | — | — | — | |
| EGNet-R2020.08 | 0.037 | 92 | — | 92.7 | — | — | — | — | |
| SCRN2020.08 | 0.037 | 91.8 | — | 92.6 | — | — | — | — | |
| SCRNBackbone=ResNet-502021.10 | 0.037 | 93.5 | — | 95.4 | — | — | — | — | |
| CPDBackbone=ResNet-502021.10 | 0.037 | 92.3 | — | 95 | — | — | — | — | |
| BASNetBackbone=ResNet-502021.10 | 0.037 | 92.7 | — | 95 | — | — | — | — | |
| PoolNetBackbone=ResNet-502021.10 | 0.038 | 93.1 | — | 95.5 | — | — | — | — | |
| PoolNet2019.11 | 0.039 | 91.5 | 92.1 | 92.4 | — | — | — | — | |
| PoolNet2020.08 | 0.039 | 91.5 | — | 92.4 | — | — | — | — | |
| TDBU2019.11 | 0.041 | 88 | 91.8 | 92.2 | — | — | — | — | |
| TDBU2020.08 | 0.041 | 88 | — | 92.2 | — | — | — | — | |
| EGNetBackbone=ResNet-502021.10 | 0.041 | 93.3 | — | 95.3 | — | — | — | — | |
| PAGE2019.11 | 0.042 | 90.6 | 91.2 | 92 | — | — | — | — | |
| AFNet2019.11 | 0.042 | 90.8 | 91.3 | 91.8 | — | — | — | — | |
| AFNet2020.08 | 0.042 | 90.8 | — | 91.8 | — | — | — | — | |
| PAGE2020.08 | 0.042 | 90.6 | — | 92 | — | — | — | — | |
| DGRL2019.11 | 0.043 | 90.3 | 90.6 | 91.7 | — | — | — | — | |
| DGRL2020.08 | 0.043 | 90.3 | — | 91.7 | — | — | — | — | |
| BMPM2019.11 | 0.044 | 89.4 | 91.1 | 91.4 | — | — | — | — | |
| BMPM2020.08 | 0.044 | 89.4 | — | 91.4 | — | — | — | — | |
| DGRLBackbone=ResNet-502021.10 | 0.045 | 91 | — | 94.5 | — | — | — | — | |
| PICA-R2019.11 | 0.046 | 88.6 | 91.7 | 91.3 | — | — | — | — | |
| PICA-R2020.08 | 0.046 | 86.7 | — | 91.3 | — | — | — | — | |
| PiCANetBackbone=ResNet-502021.10 | 0.046 | 91.9 | — | 95.1 | — | — | — | — | |
| R3Net2019.11 | 0.051 | 88.3 | 91 | 91.4 | — | — | — | — | |
| R3Net2020.08 | 0.051 | 88.3 | — | 91.4 | — | — | — | — | |
| RAS2019.11 | 0.055 | 89 | 89.4 | 91.6 | — | — | — | — | |
| RAS2020.08 | 0.055 | 89 | — | 91.6 | — | — | — | — | |
| C2SNet2019.11 | 0.059 | 85.3 | 88.2 | 90.6 | — | — | — | — | |
| BigBiGANLearning=false, Post-processing bilateral solver=false2022.12 | — | — | — | — | 89.9 | 67.2 | 78.2 | — | |
| DeepUSPSLearning=false, Post-processing bilateral solver=false2022.12 | — | — | — | — | 79.5 | 44 | 58.4 | — | |
| DSSLearning=false, Post-processing bilateral solver=false2022.12 | — | — | — | — | — | 73.3 | — | — | |
| E-BigBiGANLearning=false, Post-processing bilateral solver=false2022.12 | — | — | — | — | 90.6 | 68.4 | 79.7 | — | |
| FOUNDSetup=single, Backbone=ViT-S/8, Learning=true, Post-processing bilateral solver=false2022.12 | — | — | — | — | 91.2 | 79.3 | 94.6 | — | |
| FOUNDSetup=multi, Backbone=ViT-S/8, Learning=true, Post-processing bilateral solver=false2022.12 | — | — | — | — | 94.9 | 80.7 | 95.5 | — | |
| FOUNDSetup=single, Backbone=ViT-S/8, Learning=true, Post-processing bilateral solver=true2022.12 | — | — | — | — | 94.9 | 80.5 | 93.4 | — | |
| FOUNDSetup=multi, Backbone=ViT-S/8, Learning=true, Post-processing bilateral solver=true2022.12 | — | — | — | — | 95.1 | 81.3 | 93.5 | — | |
| HSLearning=false, Post-processing bilateral solver=false2022.12 | — | — | — | — | 84.7 | 50.8 | 67.3 | — | |
| LOSTBackbone=ViT-S/16, Learning=false, Post-processing bilateral solver=false2022.12 | — | — | — | — | 89.5 | 65.4 | 75.8 | — | |
| LOSTBackbone=ViT-S/16, Learning=false, Post-processing bilateral solver=true2022.12 | — | — | — | — | 91.6 | 72.3 | 83.7 | — | |
| Melas-Kyriazi et al.Learning=false, Post-processing bilateral solver=false2022.12 | — | — | — | — | 91.5 | 71.3 | — | — | |
| SelfMaskLearning=true, Post-processing bilateral solver=false2022.12 | — | — | — | — | 94.4 | 78.1 | — | — | |
| SelfMaskLearning=true, Post-processing bilateral solver=true2022.12 | — | — | — | — | 95.5 | 81.8 | — | — | |
| TokenCutBackbone=ViT-S/16, Learning=false, Post-processing bilateral solver=false2022.12 | — | — | — | — | 91.8 | 71.2 | 80.3 | — | |
| TokenCutBackbone=ViT-S/16, Learning=false, Post-processing bilateral solver=true2022.12 | — | — | — | — | 93.4 | 77.2 | 87.4 | — | |
| VSCodeSize=352, TR=12026.05 | — | 95.9 | — | 97.4 | — | — | — | 94.9 | |
| wCtrLearning=false, Post-processing bilateral solver=false2022.12 | — | — | — | — | 86.2 | 51.7 | 68.4 | — | |
| WSCLearning=false, Post-processing bilateral solver=false2022.12 | — | — | — | — | 85.2 | 49.8 | 68.3 | — |