Salient Object Detection on ECSSD
0.02MAESAM2-UNet
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SAM2-UNet2024.08 | 0.02 | — | — | — | — | — | — | — | 97 | 95 | — | — | — | |
| GPONetSource=PR242025.12 | 0.021 | — | — | — | — | — | — | — | 96.4 | 94.2 | — | — | — | |
| Usersal+FPS=39.2, Params=241M2026.04 | 0.021 | 95.7 | — | — | — | — | — | — | 97.2 | 94.8 | — | — | — | |
| FCL-CODLabel=B2026.03 | 0.023 | — | — | — | — | — | — | — | — | 94.5 | — | — | — | |
| DifSODFPS=38.9, Params=178.5M2026.04 | 0.023 | 95.5 | — | — | — | — | — | — | 96.1 | 94.5 | — | — | — | |
| ARNetSource=20252025.12 | 0.024 | — | — | 92.5 | — | — | — | — | 96.5 | 93.9 | — | — | — | |
| UsersalFPS=43.6, Params=238M2026.04 | 0.024 | 94.8 | — | — | — | — | — | — | 96.5 | 94.4 | — | — | — | |
| U2Mamba2026.06 | 0.024 | — | — | — | — | — | — | — | — | — | — | — | 92.9 | |
| PDNetParams(M)=116.0, FLOPs(G)=18.22026.06 | 0.024 | 95.6 | — | — | — | — | — | — | 97.3 | 94.3 | — | — | — | |
| HVPNetParams(M)=11.7, FLOPs(G)=8.12026.06 | 0.024 | 95.7 | — | — | — | — | — | — | 96.9 | 94 | — | — | — | |
| TiGAN2026.04 | 0.025 | 93.6 | — | — | — | — | — | — | 96.7 | 94.1 | — | — | — | |
| ZoomNetBackbone=ResNet50, Year=20212022.03 | 0.027 | 93.3 | — | 92.6 | 93.5 | — | — | — | 96.3 | — | — | — | — | |
| CFNetSource=PR222025.12 | 0.027 | — | — | — | — | — | — | — | 96 | 93.7 | — | — | — | |
| VST-S++Label=F2026.03 | 0.027 | — | — | — | — | — | — | — | — | 93.9 | — | — | — | |
| MDIffFPS=7.4, Params=379.1M2026.04 | 0.027 | 90.4 | — | — | — | — | — | — | 91.2 | 90.6 | — | — | — | |
| VST-S++2026.06 | 0.027 | — | — | — | — | — | — | — | — | — | — | — | 95.1 | |
| SRParams(M)=90.7, FLOPs(G)=26.22026.06 | 0.027 | 94.8 | — | — | — | — | — | — | 96.5 | 93.6 | — | — | — | |
| dCODFPS=14.1, Params=253.7M2026.04 | 0.028 | 90.5 | — | — | — | — | — | — | 92.4 | 90.9 | — | — | — | |
| OursBackbone=ResNet-50/101/ResNeXt-101/Res2Net50, Training datasets=DUTS2021.08 | 0.029 | 94.1 | — | — | — | — | — | — | — | 92.8 | — | 95.2 | — | |
| UGLRFPS=15.02026.04 | 0.029 | 90.1 | — | — | — | — | — | — | — | 91.2 | — | — | — | |
| BoxSAMSupervision type=bounding-box2026.05 | 0.029 | 95.2 | — | — | — | — | — | — | — | — | — | — | — | |
| EVPParams(M)=64.52026.06 | 0.029 | 94.9 | — | — | — | — | — | — | 96.5 | 93.6 | — | — | — | |
| VST-T++Params(M)=54.62026.06 | 0.029 | 94.9 | — | — | — | — | — | — | 96.8 | 93.7 | — | — | — | |
| Ours-DHBackbone=ResNet-50/101/ResNeXt-101/Res2Net50, Training datasets=DUTS+HR-L2021.08 | 0.03 | 94.1 | — | — | — | — | — | — | — | 92.6 | — | 95.3 | — | |
| MENet2024.08 | 0.031 | — | — | — | — | — | — | — | 95.4 | 92.8 | — | — | — | |
| DPNetSource=TIP222025.12 | 0.031 | — | — | — | — | — | — | — | 95.2 | 93.1 | — | — | — | |
| MENetSource=CVPR232025.12 | 0.031 | — | — | — | — | — | — | — | 95.2 | 92.8 | — | — | — | |
| MENetLabel=F2026.03 | 0.031 | — | — | — | — | — | — | — | — | 92.8 | — | — | — | |
| SAM-CODLabel=B2026.03 | 0.031 | — | — | — | — | — | — | — | — | 92.9 | — | — | — | |
| PriorParams=36.5M2026.04 | 0.031 | 89.9 | — | — | — | — | — | — | — | 89.7 | — | — | — | |
| MENET2026.06 | 0.031 | — | — | — | — | — | — | — | — | — | — | — | 93.8 | |
| MENetParams(M)=27.8, FLOPs(G)=94.72026.06 | 0.031 | 95.5 | — | — | — | — | — | — | 95.4 | 92.8 | — | — | — | |
| CTDNetBackbone=ResNet50, Year=20212022.03 | 0.032 | 92.7 | — | 91.5 | 92.5 | — | — | — | 95.6 | — | — | — | — | |
| ICON2024.08 | 0.032 | — | — | — | — | — | — | — | 95.4 | 92.9 | — | — | — | |
| EDN2024.08 | 0.032 | — | — | — | — | — | — | — | 95.1 | 92.7 | — | — | — | |
| ICONSource=TPAMI232025.12 | 0.032 | — | — | 91.8 | — | — | — | — | 95.4 | 92.9 | — | — | — | |
| MPTNetSource=ESWA242025.12 | 0.032 | — | — | 92 | — | — | — | — | 95.6 | 93 | — | — | — | |
| ICON-RLabel=F2026.03 | 0.032 | — | — | — | — | — | — | — | — | 92.8 | — | — | — | |
| PFRNFPS=42.0, Params=98M2026.04 | 0.032 | 92.9 | — | — | — | — | — | — | 93 | 92.7 | — | — | — | |
| ICON-RParams(M)=33.0, FLOPs(G)=20.92026.06 | 0.032 | 94.3 | — | — | — | — | — | — | 96 | 92.9 | — | — | — | |
| Pyramid Feature Attention Network (PFA)2019.03 | 0.0328 | — | — | 93.13 | — | — | — | — | — | — | — | — | — | |
| CFDN2021.10 | 0.033 | 95.1 | — | — | 93.2 | 91.6 | — | — | — | — | — | — | — | |
| F3NetBackbone=ResNet50, Year=20202022.03 | 0.033 | 92.5 | — | 91.2 | 92.4 | — | — | — | 95.5 | — | — | — | — | |
| MINetBackbone=ResNet50, Year=20202022.03 | 0.033 | 92.3 | — | 91.1 | 92.5 | — | — | — | 95.7 | — | — | — | — | |
| VSTBackbone=T2T-ViTt-14, Year=20212022.03 | 0.033 | 92 | — | 91 | 93.2 | — | — | — | 96.4 | — | — | — | — | |
| Auto-MSFNetBackbone=ResNet50, Year=20212022.03 | 0.033 | 92.7 | — | 91.6 | 91.4 | — | — | — | 95.4 | — | — | — | — | |
| U2Net2024.08 | 0.033 | — | — | — | — | — | — | — | 92.5 | 92.8 | — | — | — | |
| CSFBackbone=Res2Net, MACs (G)=18.96, Params (M)=36.532021.04 | 0.033 | 94.2 | — | — | — | — | — | — | 96 | 93.1 | — | — | — | |
| RCSBNetCategory=Contour-based2021.05 | 0.033 | 92.7 | — | 91.6 | — | — | — | — | — | — | 92.3 | — | — | |
| U2Net20Category=Non-Contour-based2021.05 | 0.033 | 89.2 | — | 91 | — | — | — | — | — | — | 92.4 | — | — | |
| MINet20Category=Non-Contour-based2021.05 | 0.033 | 92.4 | — | 91.1 | — | — | — | — | — | — | 92.7 | — | — | |
| F3Net20Category=Non-Contour-based2021.05 | 0.033 | 92.5 | — | 91.2 | — | — | — | — | — | — | 92.7 | — | — | |
| CSFBackbone=ResNet-50/101/ResNeXt-101/Res2Net50, Training datasets=DUTS2021.08 | 0.033 | 92.5 | — | — | — | — | — | — | — | 92.7 | — | 95 | — | |
| F3NET2026.06 | 0.033 | — | — | — | — | — | — | — | — | — | — | — | 92.5 | |
| RCSB2026.06 | 0.033 | — | — | — | — | — | — | — | — | — | — | — | 82.3 | |
| U2NET2026.06 | 0.033 | — | — | — | — | — | — | — | — | — | — | — | 95.1 | |
| MSENET2026.06 | 0.033 | — | — | — | — | — | — | — | — | — | — | — | 94.1 | |
| LDFBackbone=ResNet50, Year=20202022.03 | 0.034 | 92.7 | — | 91.5 | 92.4 | — | — | — | 95.4 | — | — | — | — | |
| ITSDBackbone=ResNet50, Year=20202022.03 | 0.034 | 92.1 | — | 91 | 92.5 | — | — | — | 95.9 | — | — | — | — | |
| VSTSource=ICCV212025.12 | 0.034 | — | — | — | — | — | — | — | 95.2 | 93.2 | — | — | — | |
| MDFANetSource=NeuCom252025.12 | 0.034 | — | — | 91.5 | — | — | — | — | 95.2 | 92.8 | — | — | — | |
| MINetBackbone=ResNet-50, MACs (G)=87.11, Params (M)=162.382021.04 | 0.034 | 93.8 | — | — | — | — | — | — | 95.7 | 92.5 | — | — | — | |
| LDFBackbone=ResNet-50, MACs (G)=15.51, Params (M)=25.152021.04 | 0.034 | 93.8 | — | — | — | — | — | — | 95.4 | 92.5 | — | — | — | |
| VSTMACs (G)=23.16, Params (M)=44.482021.04 | 0.034 | 94.4 | — | — | — | — | — | — | 96.4 | 93.2 | — | — | — | |
| ITSD20Category=Contour-based2021.05 | 0.034 | 89.5 | — | 91.1 | — | — | — | — | — | — | 92.7 | — | — | |
| OursBackbone=VGG-16, Training datasets=DUTS2021.08 | 0.034 | 93.1 | — | — | — | — | — | — | — | 91.8 | — | 94.8 | — | |
| LDFBackbone=ResNet-50/101/ResNeXt-101/Res2Net50, Training datasets=DUTS2021.08 | 0.034 | 93 | — | — | — | — | — | — | — | 92.4 | — | 95 | — | |
| LDF2026.06 | 0.034 | — | — | — | — | — | — | — | — | — | — | — | 93 | |
| VST2026.06 | 0.034 | — | — | — | — | — | — | — | — | — | — | — | 94.4 | |
| DCNet-RParams(M)=356.32026.06 | 0.034 | 94.9 | — | — | — | — | — | — | 94.5 | 92.4 | — | — | — | |
| GCPANetBackbone=ResNet-502020.03 | 0.035 | 94.9 | — | — | 92.7 | — | — | — | — | — | — | — | — | |
| PiCANetSUP=F, YEAR=20182022.09 | 0.035 | 92.8 | — | — | 91.6 | — | — | — | — | — | — | — | — | |
| GCPANetSUP=F, YEAR=20202022.09 | 0.035 | 93.6 | — | — | 92.7 | — | — | — | — | — | — | — | — | |
| PoolNetBackbone=ResNet50, Year=20192022.03 | 0.035 | 91.8 | — | 90.4 | 92.6 | — | — | — | 95.6 | — | — | — | — | |
| GCPANetBackbone=ResNet50, Year=20202022.03 | 0.035 | 91.6 | — | 90.3 | 92.7 | — | — | — | 95.5 | — | — | — | — | |
| DFIBackbone=ResNet50, Year=20202022.03 | 0.035 | 92 | — | 90.6 | 92.7 | — | — | — | 95.7 | — | — | — | — | |
| PiCANetMACs (G)=54.05, Params (M)=47.222021.04 | 0.035 | 92.9 | — | — | — | — | — | — | 95.3 | 91.6 | — | — | — | |
| ITSDBackbone=ResNet-50, MACs (G)=15.96, Params (M)=26.472021.04 | 0.035 | 93.9 | — | — | — | — | — | — | 95.9 | 92.5 | — | — | — | |
| PoolNet19Category=Contour-based2021.05 | 0.035 | 91.9 | — | 90.4 | — | — | — | — | — | — | 92.5 | — | — | |
| GCPA20Category=Non-Contour-based2021.05 | 0.035 | 91.9 | — | 90.3 | — | — | — | — | — | — | 92 | — | — | |
| PFPNBackbone=ResNet-50/101/ResNeXt-101/Res2Net50, Training datasets=DUTS2021.08 | 0.035 | 91.7 | — | — | — | — | — | — | — | 92.7 | — | 94.7 | — | |
| GCPABackbone=ResNet-50/101/ResNeXt-101/Res2Net50, Training datasets=DUTS2021.08 | 0.035 | 91.9 | — | — | — | — | — | — | — | 92.7 | — | 94.8 | — | |
| Liu et al.Pub/Year=ERA24, Supervision type=bounding-box2026.05 | 0.035 | 94.5 | — | — | — | — | — | — | — | — | — | — | — | |
| MINet2021.10 | 0.036 | 94.3 | — | — | 91.9 | 92.2 | — | — | — | — | — | — | — | |
| KRN2021.10 | 0.036 | 94.6 | — | — | — | — | — | — | — | — | — | — | — | |
| MINetSUP=F, YEAR=20202022.09 | 0.036 | 93.7 | — | — | 92.3 | — | — | — | — | — | — | — | — | |
| SGL-KRNBackbone=ResNet50, Year=20212022.03 | 0.036 | 92.4 | — | 91 | 92.3 | — | — | — | 95.4 | — | — | — | — | |
| MINetBackbone=VGG-16, Training datasets=DUTS2021.08 | 0.036 | 92.2 | — | — | — | — | — | — | — | 91.7 | — | 94.3 | — | |
| F3NBackbone=ResNet-50/101/ResNeXt-101/Res2Net50, Training datasets=DUTS2021.08 | 0.036 | 92.5 | — | — | — | — | — | — | — | 92.4 | — | 94.5 | — | |
| PSODLabel=P2026.03 | 0.036 | — | — | — | — | — | — | — | — | 91.3 | — | — | — | |
| CPD-R2020.03 | 0.037 | 93.9 | — | — | 91.8 | — | — | — | — | — | — | — | — | |
| BASNet2020.03 | 0.037 | 94.3 | — | — | 91.6 | — | — | — | — | — | — | — | — | |
| BAS2021.10 | 0.037 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | |
| CPDSUP=F, YEAR=20192022.09 | 0.037 | 92.6 | — | — | 91.8 | — | — | — | — | — | — | — | — | |
| BASNetSUP=F, YEAR=20192022.09 | 0.037 | 93.1 | — | — | 91.6 | — | — | — | — | — | — | — | — | |
| BASNetBackbone=ResNet34, Year=20192022.03 | 0.037 | 91.7 | — | 90.4 | 91.6 | — | — | — | 95.1 | — | — | — | — | |
| CPDBackbone=ResNet50, Year=20192022.03 | 0.037 | 91.3 | — | 89.8 | 91.8 | — | — | — | 95.1 | — | — | — | — | |
| EGNetBackbone=ResNet50, Year=20192022.03 | 0.037 | 91.8 | — | 90.3 | 92.5 | — | — | — | 95.5 | — | — | — | — | |
| SCRNBackbone=ResNet50, Year=20192022.03 | 0.037 | 91.6 | — | 90 | 92.7 | — | — | — | 95.6 | — | — | — | — | |
| BASNetMACs (G)=127.36, Params (M)=87.062021.04 | 0.037 | 93.1 | — | — | — | — | — | — | 95.1 | 91.6 | — | — | — |