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ResearchFormerly WizWand

Unsupervised Semantic Segmentation on COCO

41mIoUSTEGO*
5.338414.596723.85533.1133Nov 24, 2021
Updated 8mo ago

Evaluation results

MethodLinks
STEGO*Evaluation Protocol=Linear probing2021.114176.1
ViCE (high-res)Evaluation Protocol=Linear probing, Input Resolution=512x5122021.1129.3868.16
STEGO*Number of clusters (C)=27, Evaluation Protocol=Clustering2021.1128.256.9
ViCE (low-res)Evaluation Protocol=Linear probing, Input Resolution=256x2562021.1125.4962.78
ViCE (high-res)Number of clusters (C)=256*, Evaluation Protocol=Clustering, Input Resolution=512x5122021.1121.7764.75
ViCE (low-res)Number of clusters (C)=256*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.1117.9854.92
ViCE (low-res)Number of clusters (C)=128*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.1116.6652.33
PiCIEEvaluation Protocol=Linear probing2021.1114.7754.75
PiCIENumber of clusters (C)=27°, Evaluation Protocol=Clustering2021.1114.648.37
PiCIE+HNumber of clusters (C)=27+100, Evaluation Protocol=Clustering2021.1114.450
PiCIENumber of clusters (C)=27, Evaluation Protocol=Clustering2021.1113.8448.09
PiCIENumber of clusters (C)=256*, Evaluation Protocol=Clustering2021.1112.4266.02
ViCE (low-res)Number of clusters (C)=27*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.1111.5550.49
ViCE (low-res)Number of clusters (C)=27, Evaluation Protocol=Clustering, Input Resolution=256x2562021.1111.428.91
PiCIENumber of clusters (C)=128*, Evaluation Protocol=Clustering2021.1110.7549.81
MoCoV2Number of clusters (C)=27, Evaluation Protocol=Clustering2021.1110.49.6
DINO*Number of clusters (C)=27, Evaluation Protocol=Clustering2021.119.630.5
PiCIENumber of clusters (C)=27*, Evaluation Protocol=Clustering2021.119.2738.31
ResNet50Number of clusters (C)=27, Evaluation Protocol=Clustering2021.118.924.6
IICNumber of clusters (C)=27, Evaluation Protocol=Clustering2021.116.7121.79