Video Salient Object Detection on Seg V2
94.6SmVSCode-S
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VSCode-SParams (M)=74.722023.11 | 94.6 | — | — | 93.7 | 98.4 | — | |
| VSCode-TParams (M)=54.092023.11 | 94.3 | — | — | 93.7 | 98.4 | — | |
| HVPNetParams (M)=16.6, FLOPs (G)=11.52026.06 | 91.7 | — | — | 89.5 | 96.9 | 0.02 | |
| DCFNetParams (M)=71.662023.11 | 90.3 | — | — | 87 | 95.3 | — | |
| UFOBackbone=VGG16-224, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.012022.03 | 89.9 | 0.013 | 86.9 | — | — | — | |
| UFOBackbone=VGG16-224, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.0072022.03 | 89.2 | 0.022 | 86.3 | — | — | — | |
| UFOParams (M)=55.922023.11 | 88.8 | — | — | 85 | 95.1 | — | |
| UFOParams (M)=55.92026.06 | 88.8 | — | — | 80.5 | 95.1 | 0.014 | |
| SAMParams (M)=120.0, FLOPs (G)=101.62026.06 | 88.4 | — | — | 84.1 | — | 0.014 | |
| CoSTFormer2023.11 | 87.4 | — | — | 81.3 | 94.3 | — | |
| CFormerParams (M)=333.2, FLOPs (G)=287.42026.06 | 87.4 | — | — | 81.3 | 94.3 | 0.016 | |
| PMNParams (M)=160.2, FLOPs (G)=93.82026.06 | 87.2 | — | — | 81.5 | 93.7 | 0.06 | |
| FSNetBackbone=Res101-352, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.082022.03 | 87 | 0.023 | 77.2 | — | — | — | |
| UGPL2026.06 | 86.7 | — | — | 82.8 | 93.8 | 0.017 | |
| MMNetParams (M)=50.8, FLOPs (G)=82.62026.06 | 86.7 | — | — | 82.8 | 93.8 | 0.014 | |
| PCSABackbone=MobV3-448, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.0092022.03 | 86.5 | 0.025 | 81 | — | — | — | |
| PDBMBackbone=Res50-473, Optical Flow=true, Supervision=unsupervised, Runtime (s)=0.152022.03 | 86.4 | 0.024 | 80 | — | — | — | |
| SSAVBackbone=Res50-473, Optical Flow=false, Supervision=unsupervised, Runtime (s)=0.052022.03 | 85.1 | 0.023 | 80.1 | — | — | — | |
| FSNetParams (M)=102.302023.11 | 84.9 | — | — | 77.3 | 92 | — | |
| ReuseVOS+Backbone=Res18-480, Optical Flow=false, Supervision=semi-supervised, Runtime (s)=0.022022.03 | 84.4 | 0.025 | 83.2 | — | — | — | |
| LTSIBackbone=VGG16-500, Optical Flow=true, Supervision=unsupervised, Runtime (s)=1.42022.03 | 82.7 | 0.028 | 86.2 | — | — | — | |
| CASBackbone=Res50, Optical Flow=false, Supervision=unsupervised2022.03 | 82 | 0.029 | 84.7 | — | — | — | |
| TransVOS+Backbone=Res50-240, Optical Flow=false, Supervision=semi-supervised, Runtime (s)=0.062022.03 | 81.6 | 0.024 | 80 | — | — | — | |
| SCOMBackbone=DCL, Optical Flow=true, Supervision=unsupervised, Runtime (s)=38.82022.03 | 81.5 | 0.03 | 76.4 | — | — | — | |
| MBNMBackbone=DeepLab, Optical Flow=true, Supervision=unsupervised, Runtime (s)=2.62022.03 | 80.9 | 0.026 | 71.6 | — | — | — | |
| SRPOptical Flow=true, Supervision=unsupervised, Runtime (s)=172022.03 | — | 0.095 | 68.3 | — | — | — |