Video Salient Object Detection on FBMS
0.902F-beta Score (Fβ)VSCode-S
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VSCode-SParams (M)=74.722023.11 | 0.902 | — | 0.905 | 0.939 | |
| UFOBackbone=VGG16-224, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.0072022.03 | 0.89 | 0.028 | 0.894 | — | |
| FSNetBackbone=Res101-352, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.082022.03 | 0.888 | 0.041 | 0.89 | — | |
| UFOBackbone=VGG16-224, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.012022.03 | 0.888 | 0.031 | 0.891 | — | |
| TransVOS+Backbone=Res50-240, Optical Flow=false, Supervision=semi-supervised, Runtime (s)=0.062022.03 | 0.886 | 0.038 | 0.867 | — | |
| HVPNetParams (M)=16.6, FLOPs (G)=11.52026.06 | 0.886 | 0.033 | 0.896 | 0.941 | |
| ReuseVOS+Backbone=Res18-480, Optical Flow=false, Supervision=semi-supervised, Runtime (s)=0.022022.03 | 0.884 | 0.027 | 0.888 | — | |
| UGPL2026.06 | 0.884 | 0.035 | 0.897 | 0.939 | |
| MMNetParams (M)=50.8, FLOPs (G)=82.62026.06 | 0.884 | 0.032 | 0.897 | 0.939 | |
| VSCode-TParams (M)=54.092023.11 | 0.88 | — | 0.891 | 0.923 | |
| UFOParams (M)=55.922023.11 | 0.868 | — | 0.858 | 0.911 | |
| FSNetParams (M)=102.302023.11 | 0.867 | — | 0.875 | 0.918 | |
| SSAVBackbone=Res50-473, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.052022.03 | 0.865 | 0.04 | 0.879 | — | |
| CASBackbone=Res50, Optical Flow=false, Supervision=unsupervised2022.03 | 0.863 | 0.087 | 0.856 | — | |
| CFormerParams (M)=333.2, FLOPs (G)=287.42026.06 | 0.861 | 0.046 | 0.869 | 0.913 | |
| RCRBackbone=Res50-448, Optical Flow=true, Supervision=semi-supervised, Runtime (s)=0.042022.03 | 0.859 | 0.053 | 0.872 | — | |
| UFOParams (M)=55.92026.06 | 0.858 | 0.051 | 0.868 | 0.911 | |
| PMNParams (M)=160.2, FLOPs (G)=93.82026.06 | 0.856 | 0.088 | 0.864 | 0.91 | |
| DCFNetParams (M)=71.662023.11 | 0.853 | — | 0.883 | 0.91 | |
| 3DC-Seg2020.08 | 0.845 | 0.048 | — | — | |
| SAMParams (M)=120.0, FLOPs (G)=101.62026.06 | 0.842 | 0.036 | 0.872 | — | |
| PCSABackbone=MobV3-448, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.0092022.03 | 0.837 | 0.04 | 0.868 | — | |
| DFNetBackbone=DeepLab, Optical Flow=false, Supervision=unsupervised2022.03 | 0.833 | 0.054 | — | — | |
| PDBMBackbone=Res50-473, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.152022.03 | 0.821 | 0.064 | 0.851 | — | |
| MBNMBackbone=DeepLab, Optical Flow=true, Supervision=unsupervised, Runtime (s)=2.62022.03 | 0.816 | 0.047 | 0.857 | — | |
| AD-Net2020.08 | 0.812 | 0.064 | — | — | |
| LTSIBackbone=VGG16-500, Optical Flow=true, Supervision=unsupervised, Runtime (s)=1.42022.03 | 0.799 | 0.055 | 0.805 | — | |
| SCOMBackbone=DCL, Optical Flow=true, Supervision=unsupervised, Runtime (s)=38.82022.03 | 0.797 | 0.079 | 0.794 | — | |
| FGRNE2020.08 | 0.779 | 0.083 | — | — | |
| FCNS2020.08 | 0.735 | 0.1 | — | — | |
| SRPOptical Flow=true, Supervision=unsupervised, Runtime (s)=172022.03 | 0.671 | 0.134 | 0.648 | — | |
| RSEOptical Flow=true, Supervision=unsupervised, Runtime (s)=48.22022.03 | 0.652 | 0.128 | 0.67 | — | |
| MESOOptical Flow=true, Supervision=unsupervised, Runtime (s)=50.32022.03 | 0.618 | 0.134 | 0.635 | — | |
| SAGE2020.08 | 0.581 | 0.142 | — | — | |
| SGSP2020.08 | 0.571 | 0.171 | — | — | |
| GAFL2020.08 | 0.551 | 0.15 | — | — | |
| SP2020.08 | 0.538 | 0.161 | — | — | |
| STUW2020.08 | 0.528 | 0.143 | — | — |