Unsupervised Semantic Segmentation on COCO
41mIoUSTEGO*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| STEGO*Evaluation Protocol=Linear probing2021.11 | 41 | 76.1 | |
| ViCE (high-res)Evaluation Protocol=Linear probing, Input Resolution=512x5122021.11 | 29.38 | 68.16 | |
| STEGO*Number of clusters (C)=27, Evaluation Protocol=Clustering2021.11 | 28.2 | 56.9 | |
| ViCE (low-res)Evaluation Protocol=Linear probing, Input Resolution=256x2562021.11 | 25.49 | 62.78 | |
| ViCE (high-res)Number of clusters (C)=256*, Evaluation Protocol=Clustering, Input Resolution=512x5122021.11 | 21.77 | 64.75 | |
| ViCE (low-res)Number of clusters (C)=256*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.11 | 17.98 | 54.92 | |
| ViCE (low-res)Number of clusters (C)=128*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.11 | 16.66 | 52.33 | |
| PiCIEEvaluation Protocol=Linear probing2021.11 | 14.77 | 54.75 | |
| PiCIENumber of clusters (C)=27°, Evaluation Protocol=Clustering2021.11 | 14.6 | 48.37 | |
| PiCIE+HNumber of clusters (C)=27+100, Evaluation Protocol=Clustering2021.11 | 14.4 | 50 | |
| PiCIENumber of clusters (C)=27, Evaluation Protocol=Clustering2021.11 | 13.84 | 48.09 | |
| PiCIENumber of clusters (C)=256*, Evaluation Protocol=Clustering2021.11 | 12.42 | 66.02 | |
| ViCE (low-res)Number of clusters (C)=27*, Evaluation Protocol=Clustering, Input Resolution=256x2562021.11 | 11.55 | 50.49 | |
| ViCE (low-res)Number of clusters (C)=27, Evaluation Protocol=Clustering, Input Resolution=256x2562021.11 | 11.4 | 28.91 | |
| PiCIENumber of clusters (C)=128*, Evaluation Protocol=Clustering2021.11 | 10.75 | 49.81 | |
| MoCoV2Number of clusters (C)=27, Evaluation Protocol=Clustering2021.11 | 10.4 | 9.6 | |
| DINO*Number of clusters (C)=27, Evaluation Protocol=Clustering2021.11 | 9.6 | 30.5 | |
| PiCIENumber of clusters (C)=27*, Evaluation Protocol=Clustering2021.11 | 9.27 | 38.31 | |
| ResNet50Number of clusters (C)=27, Evaluation Protocol=Clustering2021.11 | 8.9 | 24.6 | |
| IICNumber of clusters (C)=27, Evaluation Protocol=Clustering2021.11 | 6.71 | 21.79 |