Unsupervised Video Object Segmentation on DAVIS 2016 (test)
83.4J MeanDFNet
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DFNetYear=ECCV202020.08 | 83.4 | — | — | 81.8 | — | — | 15.9 | |
| LRTLInf. Input RGB=true, Inf. Input Motion=false, Input Resolution=192 × 352, Motion Est. Method=RAFT [60] / CoTracker [28]2025.01 | 82.2 | — | — | — | — | — | — | |
| AnDiffYear=ICCV192020.08 | 81.7 | — | — | 80.5 | — | — | 21.4 | |
| OCLR (test ft.)Inf. Input RGB=true, Inf. Input Motion=true, Input Resolution=480 × 848, Motion Est. Method=RAFT [60]2025.01 | 80.9 | — | — | — | — | — | — | |
| RCFInf. Input RGB=true, Inf. Input Motion=false, Input Resolution=480 × 848, Motion Est. Method=RAFT [60]2025.01 | 80.9 | — | — | — | — | — | — | |
| LOCATEInf. Input RGB=true, Inf. Input Motion=false, Input Resolution=480 × 848, Motion Est. Method=ARFlow [39]2025.01 | 80.9 | — | — | — | — | — | — | |
| AGNNYear=ICCV192020.08 | 80.7 | — | — | 79.1 | — | — | 33.7 | |
| EpO+Year=WACV202020.08 | 80.6 | — | — | 75.5 | — | — | 19.3 | |
| COSNet2020.01 | 80.5 | 94 | 0 | 79.4 | 90.4 | 0 | 31.9 | |
| COSNetYear=CVPR192020.08 | 80.5 | — | — | 79.5 | — | — | 18.4 | |
| Ponimatkin et al.Inf. Input RGB=true, Inf. Input Motion=false, Input Resolution=480 × 848, Motion Est. Method=ARFlow [39]2025.01 | 80.2 | — | — | — | — | — | — | |
| AGSYear=CVPR192020.08 | 79.7 | — | — | 77.4 | — | — | 26.7 | |
| GWMInf. Input RGB=true, Inf. Input Motion=false, Input Resolution=128 × 224, Motion Est. Method=RAFT [60]2025.01 | 79.5 | — | — | — | — | — | — | |
| DSInf. Input RGB=true, Inf. Input Motion=true, Input Resolution=240 × 426, Motion Est. Method=RAFT [60]2025.01 | 79.1 | — | — | — | — | — | — | |
| LSMOYear=IJCV192020.08 | 78.2 | — | — | 75.9 | — | — | 21.2 | |
| PDB2020.01 | 77.2 | 90.1 | 0.9 | 74.5 | 84.4 | -0.2 | 29.1 | |
| PDBYear=ECCV182020.08 | 77.2 | — | — | 74.5 | — | — | 29.1 | |
| MotAdaptYear=ICRA192020.08 | 77.2 | — | — | 77.4 | — | — | 27.9 | |
| ARP2020.01 | 76.2 | 91.1 | 7 | 70.6 | 83.5 | 7.9 | 39.3 | |
| ARPYear=CVPR172020.08 | 76.2 | — | — | 70.6 | — | — | 39.3 | |
| LVO2020.01 | 75.9 | 89.1 | 0 | 72.1 | 83.4 | 1.3 | 26.5 | |
| LVOYear=ICCV172020.08 | 75.9 | — | — | 72.1 | — | — | 26.5 | |
| UOVOSYear=TIP192020.08 | 73.9 | — | — | 68 | — | — | 39 | |
| Meunier et al.Inf. Input RGB=false, Inf. Input Motion=false, Input Resolution=128 × 224, Motion Est. Method=RAFT [60]2025.01 | 73.2 | — | — | — | — | — | — | |
| DivAInf. Input RGB=true, Inf. Input Motion=false, Input Resolution=128 × 224, Motion Est. Method=RAFT [60]2025.01 | 72.4 | — | — | — | — | — | — | |
| OCLRInf. Input RGB=false, Inf. Input Motion=false, Input Resolution=112 × 224, Motion Est. Method=RAFT [60]2025.01 | 72.1 | — | — | — | — | — | — | |
| FSEG2020.01 | 70.7 | 83 | 1.5 | 65.3 | 73.8 | 1.8 | 32.8 | |
| FSEGYear=CVPR172020.08 | 70.7 | — | — | 65.3 | — | — | 32.8 | |
| LMP2020.01 | 70 | 85 | 1.3 | 65.9 | 79.2 | 2.5 | 57.2 | |
| LMPYear=CVPR172020.08 | 70 | — | — | 65.9 | — | — | 57.2 | |
| SFL2020.01 | 67.4 | 81.4 | 6.2 | 66.7 | 77.1 | 5.1 | 28.2 | |
| SFLYear=ICCV172020.08 | 67.4 | — | — | 66.7 | — | — | 28.2 | |
| TISYear=WACV192020.08 | 62.6 | — | — | 59.6 | — | — | 33.6 | |
| ELMYear=ECCV182020.08 | 61.8 | — | — | 61.2 | — | — | 25.1 | |
| FST2020.01 | 55.8 | 64.9 | 0 | 51.1 | 51.6 | 2.9 | 36.6 | |
| FSTYear=ICCV132020.08 | 55.8 | — | — | 51.1 | — | — | 36.6 | |
| FTSInf. Input RGB=true, Inf. Input Motion=true, Motion Est. Method=LDOF [5]2025.01 | 55.8 | — | — | — | — | — | — | |
| CUT2020.01 | 55.2 | 57.5 | 2.2 | 55.2 | 51.9 | 3.4 | 27.7 | |
| CUTYear=ICCV152020.08 | 55.2 | — | — | 55.2 | — | — | 27.7 | |
| CUTInf. Input RGB=true, Inf. Input Motion=true, Motion Est. Method=LDOF [5]2025.01 | 55.2 | — | — | — | — | — | — | |
| NLC2020.01 | 55.1 | 55.8 | 12.6 | 52.3 | 61 | 11.4 | 42.5 | |
| NLCYear=BMVC142020.08 | 55.1 | — | — | 52.3 | — | — | 42.5 | |
| MSG2020.01 | 53.3 | 61.6 | 2.4 | 50.8 | 60 | 5.1 | 30.2 | |
| MSGYear=ICCV112020.08 | 53.3 | — | — | 50.8 | — | — | 30.2 | |
| KEY2020.01 | 49.8 | 59.1 | 14.1 | 42.7 | 37.5 | 10.6 | 26.9 | |
| KEYYear=ICCV112020.08 | 49.8 | — | — | 42.7 | — | — | 26.9 | |
| CVOS2020.01 | 48.2 | 54 | 10.5 | 44.7 | 52.6 | 11.7 | 25 | |
| CVOSYear=CVPR152020.08 | 48.2 | — | — | 44.7 | — | — | 25 | |
| TRC2020.01 | 47.3 | 49.3 | 8.3 | 44.1 | 43.6 | 12.9 | 39.1 | |
| TRCYear=CVPR122020.08 | 47.3 | — | — | 44.1 | — | — | 39.1 |