Video Salient Object Detection on DAVIS 16
0.015MAEUFO
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UFOBackbone=VGG16-224, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.012022.03 | 0.015 | 0.918 | 0.906 | |
| DFNetBackbone=DeepLab, Optical Flow=false, Supervision=unsupervised2022.03 | 0.018 | — | 0.899 | |
| TransVOS+Backbone=Res50-240, Optical Flow=false, Supervision=semi-supervised, Runtime (s)=0.062022.03 | 0.018 | 0.885 | 0.869 | |
| ReuseVOS+Backbone=Res18-480, Optical Flow=false, Supervision=semi-supervised, Runtime (s)=0.022022.03 | 0.019 | 0.883 | 0.865 | |
| FSNetBackbone=Res101-352, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.082022.03 | 0.02 | 0.92 | 0.907 | |
| PCSABackbone=MobV3-448, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.0092022.03 | 0.022 | 0.902 | 0.88 | |
| RCRBackbone=Res50-448, Optical Flow=true, Supervision=semi-supervised, Runtime (s)=0.042022.03 | 0.027 | 0.886 | 0.848 | |
| PDBMBackbone=Res50-473, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.152022.03 | 0.028 | 0.882 | 0.855 | |
| SSAVBackbone=Res50-473, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.052022.03 | 0.028 | 0.893 | 0.861 | |
| MBNMBackbone=DeepLab, Optical Flow=true, Supervision=unsupervised, Runtime (s)=2.62022.03 | 0.031 | 0.887 | 0.861 | |
| CASBackbone=Res50, Optical Flow=false, Supervision=unsupervised2022.03 | 0.034 | 0.876 | 0.85 | |
| UFOBackbone=VGG16-224, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.0072022.03 | 0.036 | 0.864 | 0.828 | |
| LTSIBackbone=VGG16-500, Optical Flow=true, Supervision=unsupervised, Runtime (s)=1.42022.03 | 0.04 | 0.826 | 0.825 | |
| SCOMBackbone=DCL, Optical Flow=true, Supervision=unsupervised, Runtime (s)=38.82022.03 | 0.048 | 0.832 | 0.783 | |
| RSEOptical Flow=true, Supervision=unsupervised, Runtime (s)=48.22022.03 | 0.063 | 0.748 | 0.698 | |
| SRPOptical Flow=true, Supervision=unsupervised, Runtime (s)=172022.03 | 0.07 | 0.662 | 0.66 | |
| MESOOptical Flow=true, Supervision=unsupervised, Runtime (s)=50.32022.03 | 0.07 | 0.718 | 0.66 |