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ResearchFormerly WizWand

Unsupervised Semantic Segmentation on Cityscapes

32.8mIoUEASe
5.29212.433519.57526.7165Nov 24, 2021Aug 15, 2022May 7, 2023Jan 27, 2024Oct 17, 2024Jul 9, 2025Mar 31, 2026
Updated 7mo ago

Evaluation results

MethodLinks
EASetf=true2026.0332.8—
ViCE (low-res)Evaluation Protocol=Linear probing, Input Resolution=256x2562021.1131.5586.33
DiffCuttf=true2026.0330.6—
ViCE (high-res)Evaluation Protocol=Linear probing, Input Resolution=512x5122021.1130.487
ViCE (high-res)Number of clusters (C)=256*, Evaluation Protocol=Clustering, Input Resolution=512x5122021.1125.2384.28
ViCEEvaluation Protocol=Linear probing, Pre-training=Random initialization2021.1124.8482.99
ViCE (low-res)Number of clusters (C)=128*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.1121.4881.55
ViCE (low-res)Number of clusters (C)=256*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.1121.2481.72
DiffSegtf=true2026.0321.2—
STEGO*Number of clusters (C)=27, Evaluation Protocol=Clustering2021.112173.2
STEGOtf=false2026.0321—
ViCE (low-res)Number of clusters (C)=27*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.1119.5280.34
ReCOtf=false2026.0319.3—
MaskCut (k = 5)tf=true2026.0318.7—
TransFGU2021.1216.8377.92
ViCE (low-res)Number of clusters (C)=27, Evaluation Protocol=Clustering, Input Resolution=256x2562021.1112.8131.87
PiCIENumber of clusters (C)=256*, Evaluation Protocol=Clustering2021.1112.7189.86
PiCIEauxiliary clustering=true2021.1212.3165.5
PiCIENumber of clusters (C)=27, Evaluation Protocol=Clustering2021.1112.3165.5
PiCIENumber of clusters (C)=27°, Evaluation Protocol=Clustering2021.1111.8564.29
MaskCLIPtf=false2026.0310—
PiCIENumber of clusters (C)=27*, Evaluation Protocol=Clustering2021.118.882.48
PiCIENumber of clusters (C)=128*, Evaluation Protocol=Clustering2021.117.9756.52
IIC2021.126.3547.88
IICNumber of clusters (C)=27, Evaluation Protocol=Clustering2021.116.3547.88