Unsupervised Video Object Segmentation on FBMS59
78.4Jaccard ScoreOurs (w/ CRF)
Evaluation Results
| Method | Links | |
|---|---|---|
| Ours (w/ CRF)extra post-processing=true2022.05 | 78.4 | |
| Ours (MaskFormer)Input Flow=false2022.05 | 77.4 | |
| DyStaBextra post-processing=true, supervised pre-training=true2022.05 | 73.2 | |
| RCFPost-process=CRF only2023.04 | 72.4 | |
| Ours (UNet)Input Flow=false2022.05 | 72 | |
| RCF (w/o SC)Post-process=CRF only2023.04 | 71.9 | |
| DSOptimized per sequence=true2022.05 | 71.8 | |
| RCFPost-process=None2023.04 | 69.9 | |
| OCLRInput Flow=true2022.05 | 68.7 | |
| OCLR+Post-process=DINO-based†2023.04 | 68.7 | |
| GWM*Post-process=CRF + SP‡2023.04 | 68.6 | |
| GWM*Post-process=None2023.04 | 66.9 | |
| MODPost-process=DINO-based†2023.04 | 66.9 | |
| TokenCutPost-process=CRF only2023.04 | 66.6 | |
| OCLR+Post-process=None2023.04 | 65.4 | |
| CISPost-process=CRF + SP‡2023.04 | 63.6 | |
| CIS (post-processed)extra post-processing=true2022.05 | 63.5 | |
| MODPost-process=None2023.04 | 61.3 | |
| SAGEe2e=false, Flow=LDOF [66]2021.11 | 61.2 | |
| SAGEFlow Method=LDOF [11]2022.05 | 61.2 | |
| SAGEPost-process=None2023.04 | 61.2 | |
| GWMPost-process=None2023.04 | 60.9 | |
| TokenCutPost-process=None2023.04 | 60.2 | |
| ARPe2e=false, Sup.=saliency, Flow=CPMFlow [69]2021.11 | 59.8 | |
| EMInf. RGB=false2022.05 | 57.8 | |
| CUTe2e=false, Flow=LDOF [66]2021.11 | 57.2 | |
| CUTFlow Method=LDOF [11]2022.05 | 57.2 | |
| CUTPost-process=None2023.04 | 57.2 | |
| MGInf. RGB=false2022.05 | 53.1 | |
| MGPost-process=None2023.04 | 53.1 | |
| NLCe2e=false, Sup.=edge, Flow=SIFTFlow [67]2021.11 | 51.5 | |
| NLCFlow Method=SIFTFlow [48]2022.05 | 51.5 | |
| MGe2e=false, Flow=ARFlow [6]2021.11 | 50.4 | |
| FTSe2e=false, Flow=LDOF [68]2021.11 | 47.7 | |
| FTSFlow Method=LDOF [11]2022.05 | 47.7 | |
| FTSPost-process=None2023.04 | 47.7 | |
| AMD (per-vid)e2e=true2021.11 | 47.5 | |
| AMDInput Flow=false2022.05 | 47.5 | |
| AMDPost-process=None2023.04 | 47.5 | |
| AMD (per-img)e2e=false2021.11 | 42.9 | |
| CISe2e=false, Flow=PWC [20]2021.11 | 36.8 | |
| CISFlow Method=PWCNet [75]2022.05 | 36.8 | |
| CISPost-process=None2023.04 | 36.8 |