Video Object Segmentation on SegTrack v2 (test)
78.1J MeanSTV
Evaluation results
| Method | Links | ||
|---|---|---|---|
| STVSetting=semi-supervised2018.03 | 78.1 | — | |
| CNN in MRFSetting=semi-supervised2018.03 | 77.1 | — | |
| LucidTrackerSetting=semi-supervised2018.03 | 76.8 | — | |
| OursTraining on videos=true, Optical flow=ARFlow [46], Fully unsupervised=true2022.09 | 74.9 | — | |
| DyStaB (Supervised)Training on videos=true, Optical flow=PWCNet [71]2022.09 | 74.2 | — | |
| ObjFlowSetting=semi-supervised2018.03 | 74.1 | — | |
| BB + SFSeg + denseCRFBackbone=UNet (ResNet34), Refinement=SFSeg + denseCRF2019.07 | 72.7 | — | |
| MaskRNNSetting=semi-supervised2018.03 | 72.1 | — | |
| BB + SFSegBackbone=UNet (ResNet34), Refinement=SFSeg2019.07 | 72.1 | — | |
| DSTraining on videos=true, Optical flow=RAFT [73]2022.09 | 72.1 | — | |
| BBBackbone=UNet (ResNet34)2019.07 | 72 | — | |
| BB + denseCRFBackbone=UNet (ResNet34), Refinement=denseCRF2019.07 | 72 | — | |
| MaskTrackSetting=semi-supervised2018.03 | 70.3 | — | |
| MaskTrack2019.07 | 70.3 | — | |
| MSgStP2022.09 | 70.1 | — | |
| NLC2019.07 | 67.2 | — | |
| NLCOptical flow=SIFTFlow [45]2022.09 | 67.2 | — | |
| NLCSupervision=false, RGB=true, Flow=true, Runtime=11s2021.04 | 67.2 | — | |
| OSVOSSetting=semi-supervised2018.03 | 65.4 | — | |
| OSVOS2019.07 | 65.4 | — | |
| CISTraining on videos=true, Optical flow=PWCNet [71]2022.09 | 62 | — | |
| CISSupervision=false, RGB=true, Flow=true, Resolution=192 x 384, Runtime=11s, Post-processing=true2021.04 | 62 | — | |
| FSEG2019.07 | 61.4 | — | |
| FSEGTraining on videos=true2022.09 | 61.4 | — | |
| FSEGSupervision=true, RGB=true, Flow=true, Resolution=854 x 4802021.04 | 61.4 | — | |
| MoSegTraining on videos=true, Optical flow=RAFT [73]2022.09 | 58.6 | — | |
| Motion GroupingSupervision=false, RGB=false, Flow=true, Resolution=128 x 224, Runtime=0.012s2021.04 | 58.6 | — | |
| BVSSetting=semi-supervised2018.03 | 58.4 | — | |
| SAGESupervision=false, RGB=true, Flow=true, Runtime=0.9s2021.04 | 57.6 | — | |
| LVO2019.07 | 57.3 | — | |
| LVOTraining on videos=true, Optical flow=MP-Net [74]2022.09 | 57.3 | — | |
| LVOSupervision=true, RGB=true, Flow=true2021.04 | 57.3 | — | |
| ARPOptical flow=CPMFlow [32]2022.09 | 57.2 | — | |
| ARPSupervision=true, RGB=true, Flow=true, Runtime=74.5s2021.04 | 57.2 | — | |
| AMDFully unsupervised=true2022.09 | 57 | — | |
| CUTOptical flow=LDOF [3], Fully unsupervised=true2022.09 | 54.3 | — | |
| CUTSupervision=false, RGB=true, Flow=true, Runtime=103s2021.04 | 54.3 | — | |
| FTSOptical flow=LDOF [72], Fully unsupervised=true2022.09 | 47.8 | — | |
| FTSSupervision=false, RGB=true, Flow=true, Runtime=0.5s2021.04 | 47.8 | — | |
| CISSupervision=false, RGB=true, Flow=true, Resolution=192 x 384, Runtime=0.1s, Post-processing=false2021.04 | 45.6 | — | |
| Box oracleInput=Box annotation2016.12 | — | 56.1 | |
| Box oracle# training images=0, Flow (F)=false, Annotation Protocol=Ignores 1st frame annotation2017.03 | — | 56.1 | |
| BVS2016.12 | — | 58.4 | |
| BVS# training images=0, Flow (F)=false, Annotation Protocol=Uses 1st frame annotation2017.03 | — | 58.4 | |
| Flow saliency# training images=0, Flow (F)=true, Annotation Protocol=Ignores 1st frame annotation2017.03 | — | 35.9 | |
| Grabcut oracleInput=Segmentation from Grabcut2016.12 | — | 74.2 | |
| Grabcut oracle# training images=0, Flow (F)=false, Annotation Protocol=Ignores 1st frame annotation2017.03 | — | 74.2 | |
| LucidTracker# training images=24-126, Flow (F)=true, Annotation Protocol=Uses 1st frame annotation2017.03 | — | 78 | |
| LVO# training images=~35k, Flow (F)=true, Annotation Protocol=Ignores 1st frame annotation2017.03 | — | 57.3 | |
| Mask warping# training images=0, Flow (F)=true, Annotation Protocol=Uses 1st frame annotation2017.03 | — | 42 | |
| MaskTrackInput=First-frame segmentation mask2016.12 | — | 67.4 | |
| MaskTrack# training images=~11k, Flow (F)=true, Annotation Protocol=Uses 1st frame annotation2017.03 | — | 70.3 | |
| MaskTrack_BoxInput=First-frame box annotation2016.12 | — | 62.4 | |
| N15# training images=0, Flow (F)=true, Annotation Protocol=Uses 1st frame annotation2017.03 | — | 69.6 | |
| ObjFlow2016.12 | — | 67.5 | |
| ObjFlow# training images=0, Flow (F)=true, Annotation Protocol=Uses 1st frame annotation2017.03 | — | 67.5 | |
| OSVOS# training images=~2.3k, Flow (F)=false, Annotation Protocol=Uses 1st frame annotation2017.03 | — | 65.4 | |
| Saliency# training images=0, Flow (F)=false, Annotation Protocol=Ignores 1st frame annotation2017.03 | — | 22.2 | |
| TRS2016.12 | — | 69.1 | |
| TRS# training images=0, Flow (F)=true, Annotation Protocol=Ignores 1st frame annotation2017.03 | — | 69.1 |