Video Salient Object Detection on ViSal
0.011MAEUFO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UFOBackbone=VGG16-224, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.0072022.03 | 0.011 | — | 95.3 | 94 | — | |
| UFOBackbone=VGG16-224, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.012022.03 | 0.013 | — | 95.9 | 95.1 | — | |
| DFNetMethod Type=Video, Year=ECCV20, Deep Learning=true2020.08 | 0.017 | 92.7 | — | — | — | |
| PCSABackbone=MobV3-448, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.0092022.03 | 0.017 | — | 94.6 | 94 | — | |
| DFNetBackbone=DeepLab, Optical Flow=false, Supervision=unsupervised2022.03 | 0.017 | — | — | 92.7 | — | |
| 3DC-Seg2020.08 | 0.019 | 92.2 | — | — | — | |
| MBNMBackbone=DeepLab, Optical Flow=true, Supervision=unsupervised, Runtime (s)=2.62022.03 | 0.02 | — | 89.8 | 88.3 | — | |
| SSAVBackbone=Res50-473, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.052022.03 | 0.02 | — | 94.3 | 93.9 | — | |
| ReuseVOS+Backbone=Res18-480, Optical Flow=false, Supervision=semi-supervised, Runtime (s)=0.022022.03 | 0.02 | — | 92.8 | 93.3 | — | |
| TransVOS+Backbone=Res50-240, Optical Flow=false, Supervision=semi-supervised, Runtime (s)=0.062022.03 | 0.021 | — | 91.7 | 92.8 | — | |
| PDBMethod Type=Video, Year=ECCV18, Deep Learning=true2020.08 | 0.022 | 91.7 | — | — | — | |
| NLDFMethod Type=Image, Year=CVPR17, Deep Learning=true2020.08 | 0.023 | 91.6 | — | — | — | |
| DHSMethod Type=Image, Year=CVPR16, Deep Learning=true2020.08 | 0.025 | 91.1 | — | — | — | |
| LTSIBackbone=VGG16-500, Optical Flow=true, Supervision=unsupervised, Runtime (s)=1.42022.03 | 0.027 | — | 92.2 | 90.9 | — | |
| SRMMethod Type=Image, Year=ICCV17, Deep Learning=true2020.08 | 0.028 | 89 | — | — | — | |
| DSSMethod Type=Image, Year=CVPR17, Deep Learning=true2020.08 | 0.028 | 90.6 | — | — | — | |
| AnDiffMethod Type=Video, Year=ICCV19, Deep Learning=true2020.08 | 0.03 | 90.4 | — | — | — | |
| AD-Net2020.08 | 0.03 | 90.4 | — | — | — | |
| MSRMethod Type=Image, Year=CVPR17, Deep Learning=true2020.08 | 0.031 | 90.1 | — | — | — | |
| AmuletMethod Type=Image, Year=ICCV17, Deep Learning=true2020.08 | 0.032 | 89.4 | — | — | — | |
| PDBMBackbone=Res50-473, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.152022.03 | 0.032 | — | 90.7 | 88.8 | — | |
| DCLMethod Type=Image, Year=CVPR16, Deep Learning=true2020.08 | 0.035 | 86.9 | — | — | — | |
| ELDMethod Type=Image, Year=CVPR16, Deep Learning=true2020.08 | 0.038 | 89 | — | — | — | |
| FGRNEMethod Type=Video, Year=CVPR18, Deep Learning=true2020.08 | 0.04 | 85 | — | — | — | |
| FGRNE2020.08 | 0.04 | 85 | — | — | — | |
| FCNSMethod Type=Video, Year=TIP18, Deep Learning=true2020.08 | 0.041 | 87.7 | — | — | — | |
| FCNS2020.08 | 0.041 | 87.7 | — | — | — | |
| RFCNMethod Type=Image, Year=ECCV16, Deep Learning=true2020.08 | 0.043 | 88.8 | — | — | — | |
| KSRMethod Type=Image, Year=ECCV16, Deep Learning=true2020.08 | 0.063 | 82.6 | — | — | — | |
| UCFMethod Type=Image, Year=ICCV17, Deep Learning=true2020.08 | 0.068 | 87 | — | — | — | |
| SRPOptical Flow=true, Supervision=unsupervised, Runtime (s)=172022.03 | 0.092 | — | — | 75.2 | — | |
| SAGEMethod Type=Video, Year=CVPR15, Deep Learning=false2020.08 | 0.096 | 73.4 | — | — | — | |
| SAGE2020.08 | 0.096 | 73.4 | — | — | — | |
| GAFLMethod Type=Video, Year=TIP15, Deep Learning=false2020.08 | 0.099 | 72.6 | — | — | — | |
| GAFL2020.08 | 0.099 | 72.6 | — | — | — | |
| SCOMBackbone=DCL, Optical Flow=true, Supervision=unsupervised, Runtime (s)=38.82022.03 | 0.122 | — | 76.2 | 83.1 | — | |
| SPMethod Type=Video, Year=TCSVT14, Deep Learning=false2020.08 | 0.126 | 73.1 | — | — | — | |
| SP2020.08 | 0.126 | 73.1 | — | — | — | |
| STUWMethod Type=Video, Year=TIP14, Deep Learning=false2020.08 | 0.132 | 67.1 | — | — | — | |
| STUW2020.08 | 0.132 | 67.1 | — | — | — | |
| SGSPMethod Type=Video, Year=TCSVT17, Deep Learning=false2020.08 | 0.172 | 64.8 | — | — | — | |
| SGSP2020.08 | 0.172 | 64.8 | — | — | — | |
| DCFNetParams (M)=71.662023.11 | — | 95.3 | 95.2 | — | 99 | |
| UFOParams (M)=55.922023.11 | — | 91.7 | 92.6 | — | 96.9 | |
| VSCode-SParams (M)=74.722023.11 | — | 95.7 | 95.5 | — | 99.1 | |
| VSCode-TParams (M)=54.092023.11 | — | 95.4 | 95.2 | — | 98.9 |