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ResearchFormerly WizWand

Unsupervised Video Object Segmentation on FBMS59

78.4Jaccard ScoreOurs (w/ CRF)
35.13646.36857.668.832Nov 11, 2021Feb 6, 2022May 4, 2022Jul 30, 2022Oct 25, 2022Jan 20, 2023Apr 17, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Ours (w/ CRF)extra post-processing=true2022.0578.4
Ours (MaskFormer)Input Flow=false2022.0577.4
DyStaBextra post-processing=true, supervised pre-training=true2022.0573.2
RCFPost-process=CRF only2023.0472.4
Ours (UNet)Input Flow=false2022.0572
RCF (w/o SC)Post-process=CRF only2023.0471.9
DSOptimized per sequence=true2022.0571.8
RCFPost-process=None2023.0469.9
OCLRInput Flow=true2022.0568.7
OCLR+Post-process=DINO-based†2023.0468.7
GWM*Post-process=CRF + SP‡2023.0468.6
GWM*Post-process=None2023.0466.9
MODPost-process=DINO-based†2023.0466.9
TokenCutPost-process=CRF only2023.0466.6
OCLR+Post-process=None2023.0465.4
CISPost-process=CRF + SP‡2023.0463.6
CIS (post-processed)extra post-processing=true2022.0563.5
MODPost-process=None2023.0461.3
SAGEe2e=false, Flow=LDOF [66]2021.1161.2
SAGEFlow Method=LDOF [11]2022.0561.2
SAGEPost-process=None2023.0461.2
GWMPost-process=None2023.0460.9
TokenCutPost-process=None2023.0460.2
ARPe2e=false, Sup.=saliency, Flow=CPMFlow [69]2021.1159.8
EMInf. RGB=false2022.0557.8
CUTe2e=false, Flow=LDOF [66]2021.1157.2
CUTFlow Method=LDOF [11]2022.0557.2
CUTPost-process=None2023.0457.2
MGInf. RGB=false2022.0553.1
MGPost-process=None2023.0453.1
NLCe2e=false, Sup.=edge, Flow=SIFTFlow [67]2021.1151.5
NLCFlow Method=SIFTFlow [48]2022.0551.5
MGe2e=false, Flow=ARFlow [6]2021.1150.4
FTSe2e=false, Flow=LDOF [68]2021.1147.7
FTSFlow Method=LDOF [11]2022.0547.7
FTSPost-process=None2023.0447.7
AMD (per-vid)e2e=true2021.1147.5
AMDInput Flow=false2022.0547.5
AMDPost-process=None2023.0447.5
AMD (per-img)e2e=false2021.1142.9
CISe2e=false, Flow=PWC [20]2021.1136.8
CISFlow Method=PWCNet [75]2022.0536.8
CISPost-process=None2023.0436.8