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ResearchFormerly WizWand

Single object video segmentation on SegTrack v2 (val)

79.9J MeanLOCATE
46.51655.18363.8572.517Jul 5, 2022Sep 11, 2022Nov 19, 2022Jan 27, 2023Apr 6, 2023Jun 14, 2023Aug 22, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LOCATESupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=false2023.0879.9
GWMSupervision=Sup. flow, Post-Processing=CRF + SP, Inference RGB=true, Inference Flow=false2023.0878.9
Ponimatkin et al.Supervision=None (Fully Unsupervised), Post-Processing=CRF, Inference RGB=true, Inference Flow=false2023.0874.9
DyStaB**Supervision=Sup. feats., Post-Processing=CRF, Inference RGB=true, Inference Flow=true2023.0874.2
OCLR (test. adap.)HA=false, Sup.=Syn., RGB=true, Flow=true2022.0772.3
OCLR+Supervision=Synth. + Sup. flow, Post-Processing=DINO-based TTA, Inference RGB=true, Inference Flow=true2023.0872.3
DS*Supervision=Sup. flow, Post-Processing=X, Inference RGB=true, Inference Flow=true2023.0872.1
MODSupervision=Sup. flow, Post-Processing=DINO-based TTA, Inference RGB=true, Inference Flow=false2023.0869.4
OCLR (flow-only)HA=false, Sup.=Syn., RGB=false, Flow=true2022.0767.6
NLCHA=false, Sup.=None, RGB=true, Flow=true2022.0767.2
NLCSupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=true2023.0862.2
CIS (w. post-process.)HA=false, Sup.=None, RGB=true, Flow=true2022.0762
SIMOHA=false, Sup.=Syn., RGB=false, Flow=true2022.0762
SIMOSupervision=Synth. + Sup. flow, Post-Processing=X, Inference RGB=true, Inference Flow=false2023.0862
CISSupervision=Sup. flow, Post-Processing=CRF + SP, Inference RGB=true, Inference Flow=true2023.0862
TokenCutSupervision=None (Fully Unsupervised), Post-Processing=CRF, Inference RGB=true, Inference Flow=false2023.0861.6
FSEGHA=true, Sup.=Real, RGB=true, Flow=true2022.0761.4
Motion GroupingHA=false, Sup.=None, RGB=false, Flow=true2022.0758.6
MGSupervision=Sup. flow, Post-Processing=X, Inference RGB=true, Inference Flow=true2023.0858.6
SAGESupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=true2023.0857.6
ARPSupervision=Sup. flow & saliency, Post-Processing=X, Inference RGB=true, Inference Flow=true2023.0857.2
AMDSupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=false2023.0857
EMSupervision=Sup. flow, Post-Processing=X, Inference RGB=true, Inference Flow=true2023.0855.5
CUTSupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=true2023.0854.3
MATNetHA=true, Sup.=Real, RGB=true, Flow=true2022.0750.4
COSNetHA=true, Sup.=Real, RGB=true, Flow=false2022.0749.7
FTSSupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=true2023.0847.8