Unsupervised Semantic Segmentation on Cityscapes
32.8mIoUEASe
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EASetf=true2026.03 | 32.8 | — | |
| ViCE (low-res)Evaluation Protocol=Linear probing, Input Resolution=256x2562021.11 | 31.55 | 86.33 | |
| DiffCuttf=true2026.03 | 30.6 | — | |
| ViCE (high-res)Evaluation Protocol=Linear probing, Input Resolution=512x5122021.11 | 30.4 | 87 | |
| ViCE (high-res)Number of clusters (C)=256*, Evaluation Protocol=Clustering, Input Resolution=512x5122021.11 | 25.23 | 84.28 | |
| ViCEEvaluation Protocol=Linear probing, Pre-training=Random initialization2021.11 | 24.84 | 82.99 | |
| ViCE (low-res)Number of clusters (C)=128*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.11 | 21.48 | 81.55 | |
| ViCE (low-res)Number of clusters (C)=256*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.11 | 21.24 | 81.72 | |
| DiffSegtf=true2026.03 | 21.2 | — | |
| STEGO*Number of clusters (C)=27, Evaluation Protocol=Clustering2021.11 | 21 | 73.2 | |
| STEGOtf=false2026.03 | 21 | — | |
| ViCE (low-res)Number of clusters (C)=27*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.11 | 19.52 | 80.34 | |
| ReCOtf=false2026.03 | 19.3 | — | |
| MaskCut (k = 5)tf=true2026.03 | 18.7 | — | |
| TransFGU2021.12 | 16.83 | 77.92 | |
| ViCE (low-res)Number of clusters (C)=27, Evaluation Protocol=Clustering, Input Resolution=256x2562021.11 | 12.81 | 31.87 | |
| PiCIENumber of clusters (C)=256*, Evaluation Protocol=Clustering2021.11 | 12.71 | 89.86 | |
| PiCIEauxiliary clustering=true2021.12 | 12.31 | 65.5 | |
| PiCIENumber of clusters (C)=27, Evaluation Protocol=Clustering2021.11 | 12.31 | 65.5 | |
| PiCIENumber of clusters (C)=27°, Evaluation Protocol=Clustering2021.11 | 11.85 | 64.29 | |
| MaskCLIPtf=false2026.03 | 10 | — | |
| PiCIENumber of clusters (C)=27*, Evaluation Protocol=Clustering2021.11 | 8.8 | 82.48 | |
| PiCIENumber of clusters (C)=128*, Evaluation Protocol=Clustering2021.11 | 7.97 | 56.52 | |
| IIC2021.12 | 6.35 | 47.88 | |
| IICNumber of clusters (C)=27, Evaluation Protocol=Clustering2021.11 | 6.35 | 47.88 |