Video Object Segmentation on DAVIS 2016
85.5J-MeasureD2Conv3d
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| D2Conv3dHuman Annotation=true, Supervision=Ground Truth, RGB Inference=true, Flow Inference=false2022.10 | 85.5 | — | — | — | — | — | — | |
| D2Conv3DHA=true, Sup.=Real, RGB=true, Flow=false2022.07 | 85.5 | — | — | — | — | — | — | |
| 3DC-SegHA=true, Sup.=Real, RGB=true, Flow=true2022.07 | 84.3 | — | — | — | — | — | — | |
| MATNetHuman Annotation=true, Supervision=Ground Truth, RGB Inference=true, Flow Inference=true2022.10 | 82.4 | — | — | — | — | — | — | |
| MATNetHA=true, Sup.=Real, RGB=true, Flow=true2022.07 | 82.4 | — | — | — | — | — | — | |
| LRTR2025.12 | 82.2 | — | — | — | — | — | — | |
| RCF-Alltraining_stage=All2025.12 | 82.1 | — | — | — | — | — | — | |
| SegAnyMo2025.12 | 81.9 | — | — | — | — | — | — | |
| Dynapo2025.12 | 81.6 | — | — | — | — | — | — | |
| OCLR (test. adap.)HA=false, Sup.=Syn., RGB=true, Flow=true2022.07 | 80.9 | — | — | — | — | — | — | |
| OCLR-TTAvariant=test-time adaptation2025.12 | 80.8 | — | — | — | — | — | — | |
| COSNetHuman Annotation=true, Supervision=Ground Truth, RGB Inference=true, Flow Inference=false2022.10 | 80.5 | — | — | — | — | — | — | |
| COSNetHA=true, Sup.=Real, RGB=true, Flow=false2022.07 | 80.5 | — | — | — | — | — | — | |
| RCF-Stage1training_stage=Stage 12025.12 | 80.2 | — | — | — | — | — | — | |
| MOD (test-time adaptation)Human Annotation=false, Supervision=None, RGB Inference=true, Flow Inference=false2022.10 | 79.2 | — | — | — | — | — | — | |
| RoMo2025.12 | 77.3 | — | — | — | — | — | — | |
| ARPHA=true, Sup.=Real, RGB=true, Flow=true2022.07 | 76.2 | — | — | — | — | — | — | |
| LVOHA=true, Sup.=Real, RGB=true, Flow=true2022.07 | 75.9 | — | — | — | — | — | — | |
| MOD (w/o post-processing)Human Annotation=false, Supervision=None, RGB Inference=true, Flow Inference=false2022.10 | 73.9 | — | — | — | — | — | — | |
| STM2025.12 | 73.2 | — | — | — | — | — | — | |
| OCLRHuman Annotation=false, Supervision=Synthetic, RGB Inference=false, Flow Inference=true2022.10 | 72.1 | — | — | — | — | — | — | |
| OCLR (flow-only)HA=false, Sup.=Syn., RGB=false, Flow=true2022.07 | 72.1 | — | — | — | — | — | — | |
| OCLR-flowvariant=flow2025.12 | 72 | — | — | — | — | — | — | |
| ABR2025.12 | 71.8 | — | — | — | — | — | — | |
| CISHuman Annotation=false, Supervision=None, RGB Inference=true, Flow Inference=true2022.10 | 71.5 | — | — | — | — | — | — | |
| CIS (w. post-process.)HA=false, Sup.=None, RGB=true, Flow=true2022.07 | 71.5 | — | — | — | — | — | — | |
| FSEGHuman Annotation=true, Supervision=Ground Truth, RGB Inference=true, Flow Inference=true2022.10 | 70.7 | — | — | — | — | — | — | |
| FSEGHA=true, Sup.=Real, RGB=true, Flow=true2022.07 | 70.7 | — | — | — | — | — | — | |
| CIS2025.12 | 70.3 | — | — | — | — | — | — | |
| EM2025.12 | 69.3 | — | — | — | — | — | — | |
| MGHuman Annotation=false, Supervision=None, RGB Inference=false, Flow Inference=true2022.10 | 68.3 | — | — | — | — | — | — | |
| Motion GroupingHA=false, Sup.=None, RGB=false, Flow=true2022.07 | 68.3 | — | — | — | — | — | — | |
| SIMOHuman Annotation=false, Supervision=None, RGB Inference=false, Flow Inference=true2022.10 | 67.8 | — | — | — | — | — | — | |
| SIMOHA=false, Sup.=Syn., RGB=false, Flow=true2022.07 | 67.8 | — | — | — | — | — | — | |
| SIMO2025.12 | 67.8 | — | — | — | — | — | — | |
| SFLHA=true, Sup.=Real, RGB=true, Flow=true2022.07 | 67.4 | — | — | — | — | — | — | |
| Robust 4D Visual Geometry Transformer2026.04 | 61.6 | — | — | 76.7 | 55.47 | 67.52 | — | |
| VGGT4D2026.04 | 60.19 | — | — | 78.39 | 54.81 | 67.49 | — | |
| CISHA=false, Sup.=None, RGB=true, Flow=true2022.07 | 59.2 | — | — | — | — | — | — | |
| AMDHuman Annotation=false, Supervision=None, RGB Inference=true, Flow Inference=false2022.10 | 57.8 | — | — | — | — | — | — | |
| FTSHA=false, Sup.=None, RGB=true, Flow=true2022.07 | 55.8 | — | — | — | — | — | — | |
| CUTHA=false, Sup.=None, RGB=true, Flow=true2022.07 | 55.2 | — | — | — | — | — | — | |
| NLCHuman Annotation=false, Supervision=None, RGB Inference=true, Flow Inference=true2022.10 | 55.1 | — | — | — | — | — | — | |
| NLCHA=false, Sup.=None, RGB=true, Flow=true2022.07 | 55.1 | — | — | — | — | — | — | |
| Easi3Rmode=monst3r2026.04 | 54.93 | — | — | 68 | 45.29 | 47.3 | — | |
| CTC²protocol=zero-shot2026.07 | 51.6 | — | — | — | 52.8 | — | 52.2 | |
| Easi3Rmode=dust3r2026.04 | 50.1 | — | — | 55.77 | 43.4 | 37.25 | — | |
| TripleNetprotocol=zero-shot2026.07 | 49.4 | — | — | — | 50 | — | 49.7 | |
| CorrFlowprotocol=zero-shot2026.07 | 47.1 | — | — | — | 49.9 | — | 48.5 | |
| SAGEHuman Annotation=false, Supervision=None, RGB Inference=true, Flow Inference=true2022.10 | 42.6 | — | — | — | — | — | — | |
| SAGEHA=false, Sup.=None, RGB=true, Flow=true2022.07 | 42.6 | — | — | — | — | — | — | |
| DAS3R2026.04 | 41.13 | — | — | 38.67 | 44.5 | 36.94 | — | |
| MonST3R2026.04 | 40.42 | — | — | 40.39 | 49.54 | 52.12 | — | |
| ARPTraining Source=input video only2022.04 | — | 76.2 | — | — | — | — | — | |
| BVSOnline Learning=false, Post Processing=false, Optical Flow=true, RNN=false2018.09 | — | 60 | 0.37 | — | — | — | — | |
| CISTraining Source=input video only2022.04 | — | 71.5 | — | — | — | — | — | |
| ConvGRUOnline Learning=false, Post Processing=true, Optical Flow=true, RNN=true2018.09 | — | 75.9 | 20 | — | — | — | — | |
| Deformable SpritesTraining Source=input video only2022.04 | — | 79.1 | — | — | — | — | — | |
| DyStaB*Training Source=video dataset2022.04 | — | 80 | — | — | — | — | — | |
| ELMTraining Source=input video only2022.04 | — | 61.8 | — | — | — | — | — | |
| MaskTrackOnline Learning=true, Post Processing=true, Optical Flow=false, RNN=false2018.09 | — | 79.7 | 12 | — | — | — | — | |
| MGTraining Source=input video only2022.04 | — | 68.3 | — | — | — | — | — | |
| OFLOnline Learning=false, Post Processing=true, Optical Flow=true, RNN=false2018.09 | — | 68 | 42.2 | — | — | — | — | |
| OnAVOSOnline Learning=true, Post Processing=true, Optical Flow=false, RNN=false2018.09 | — | 85.7 | 13 | — | — | — | — | |
| OSMNOnline Learning=false, Post Processing=false, Optical Flow=false, RNN=false2018.09 | — | 74 | 0.14 | — | — | — | — | |
| OSVOSOnline Learning=true, Post Processing=true, Optical Flow=false, RNN=false2018.09 | — | 79.8 | 10 | — | — | — | — | |
| SegFlowOnline Learning=true, Post Processing=true, Optical Flow=true, RNN=false2018.09 | — | 76.1 | 7.9 | — | — | — | — | |
| Sequence-to-Sequence NetworkOnline Learning=false, Post Processing=false, Optical Flow=false, RNN=true2018.09 | — | 76.5 | 0.16 | — | — | — | — | |
| Sequence-to-Sequence NetworkOnline Learning=true, Post Processing=false, Optical Flow=false, RNN=true2018.09 | — | 79.1 | 9 | — | — | — | — | |
| VPNOnline Learning=false, Post Processing=false, Optical Flow=true, RNN=false2018.09 | — | 70.2 | 0.63 | — | — | — | — |