Unsupervised Video Object Segmentation on DAVIS 2016
90.6Jaccard ScoreSegAnyMo
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SegAnyMo2026.05 | 90.6 | 91 | |
| GMOS2026.05 | 90.1 | 91.5 | |
| GMOS-S2026.05 | 87.9 | 90.8 | |
| DEVA2026.05 | 87.6 | 90.2 | |
| FlowSAM2026.05 | 87.1 | 84.9 | |
| GeoMotion2026.05 | 84.5 | 85 | |
| OCLR-TTA2026.05 | 80.8 | 76.8 | |
| Ours (w/ CRF)Inf. RGB=true, Input Flow=false, Input Resolution=128 x 224, Flow Method=RAFT [77], Runtime (sec)=3.73, extra post-processing (CRF)=true2022.05 | 80.7 | — | |
| DyStaBInf. RGB=true, Input Flow=true, Input Resolution=192 × 384, Flow Method=RAFT [77], extra post-processing=true, supervised pre-training=true2022.05 | 80 | — | |
| Ours (MaskFormer)Inf. RGB=true, Input Flow=false, Input Resolution=128 × 224, Flow Method=RAFT [77], Runtime (sec)=0.0592022.05 | 79.5 | — | |
| DSInf. RGB=true, Input Flow=true, Input Resolution=240 × 426, Flow Method=RAFT [77], Runtime (sec)=1800 (22.5), Optimized per sequence=true2022.05 | 79.1 | — | |
| OCLRInf. RGB=true, Input Flow=true, Input Resolution=480 × 832, Flow Method=RAFT [77]2022.05 | 78.9 | — | |
| Ours (UNet)Inf. RGB=true, Input Flow=false, Input Resolution=128 x 224, Flow Method=RAFT [77], Runtime (sec)=0.0272022.05 | 78.3 | — | |
| ARPe2e=false, Sup.=saliency, Flow=CPMFlow [69]2021.11 | 76.2 | — | |
| ABR2026.05 | 71.8 | 73.2 | |
| CIS (post-processed)Inf. RGB=true, Input Flow=true, Input Resolution=192 × 384, Flow Method=PWCNet [75], Runtime (sec)=11, extra post-processing (CRF/multi-step flow/etc)=true2022.05 | 71.5 | — | |
| EMInf. RGB=false, Input Flow=true, Input Resolution=128 x 224, Flow Method=RAFT [77]2022.05 | 69.3 | — | |
| MGInf. RGB=false, Input Flow=true, Input Resolution=128 x 224, Flow Method=RAFT [77], Runtime (sec)=0.0122022.05 | 68.3 | — | |
| CISe2e=false, Flow=PWC [20]2021.11 | 59.2 | — | |
| CISInf. RGB=true, Input Flow=true, Input Resolution=192 × 384, Flow Method=PWCNet [75], Runtime (sec)=0.12022.05 | 59.2 | — | |
| AMD (per-vid)e2e=true2021.11 | 57.8 | — | |
| AMDInf. RGB=true, Input Flow=false, Input Resolution=128 × 2242022.05 | 57.8 | — | |
| FTSe2e=false, Flow=LDOF [68]2021.11 | 55.8 | — | |
| FTSInf. RGB=true, Input Flow=true, Flow Method=LDOF [11], Runtime (sec)=0.52022.05 | 55.8 | — | |
| CUTe2e=false, Flow=LDOF [66]2021.11 | 55.2 | — | |
| CUTInf. RGB=true, Input Flow=true, Flow Method=LDOF [11], Runtime (sec)=1032022.05 | 55.2 | — | |
| NLCe2e=false, Sup.=edge, Flow=SIFTFlow [67]2021.11 | 55.1 | — | |
| NLCInf. RGB=true, Input Flow=true, Flow Method=SIFTFlow [48], Runtime (sec)=112022.05 | 55.1 | — | |
| MGe2e=false, Flow=ARFlow [6]2021.11 | 53.2 | — | |
| AMD (per-img)e2e=false2021.11 | 45.7 | — | |
| SAGEe2e=false, Flow=LDOF [66]2021.11 | 42.6 | — | |
| SAGEInf. RGB=true, Input Flow=true, Flow Method=LDOF [11], Runtime (sec)=0.92022.05 | 42.6 | — |