Unsupervised Semantic Segmentation on Cityscapes (val)
91.4U. AccEAGLE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EAGLEBackbone=ViT-B/8, Evaluation Protocol=Linear2024.03 | 91.4 | 33.4 | |
| DINO + HPBackbone=ViT-S/8, Evaluation Protocol=Linear2024.03 | 91.2 | 30.6 | |
| EAGLEBackbone=ViT-S/8, Evaluation Protocol=Linear2024.03 | 91.2 | 33.1 | |
| DINO + HPBackbone=ViT-B/8, Evaluation Protocol=Linear2024.03 | 90.9 | 33 | |
| DINO + STEGOBackbone=ViT-B/8, Evaluation Protocol=Linear2024.03 | 90.3 | 26.8 | |
| DINOBackbone=ViT-S/8, Evaluation Protocol=Linear2024.03 | 84.6 | 22.8 | |
| DINOBackbone=ViT-B/8, Evaluation Protocol=Linear2024.03 | 84.2 | 23 | |
| EAGLEBackbone=ViT-S/8, Evaluation Protocol=Unsupervised2024.03 | 81.8 | 19.7 | |
| DepthGModel=ViT-B/82023.09 | 81.6 | 23.1 | |
| DINO + HPBackbone=ViT-S/8, Evaluation Protocol=Unsupervised2024.03 | 80.1 | 18.4 | |
| STEGO + HPModel=ViT-B/82023.09 | 79.5 | 18.4 | |
| DINO + HPBackbone=ViT-B/8, Evaluation Protocol=Unsupervised2024.03 | 79.5 | 18.4 | |
| EAGLEBackbone=ViT-B/8, Evaluation Protocol=Unsupervised2024.03 | 79.4 | 22.1 | |
| DINO + TransFGUBackbone=ViT-S/8, Evaluation Protocol=Unsupervised2024.03 | 77.9 | 16.8 | |
| STEGOModel=ViT-B/82023.09 | 73.2 | 21 | |
| DINO + STEGOBackbone=ViT-B/8, Evaluation Protocol=Unsupervised2024.03 | 73.2 | 21 | |
| PICIEModel=R18+FPN2023.09 | 65.6 | 12.3 | |
| PICIEBackbone=R18+FPN, Evaluation Protocol=Unsupervised2024.03 | 65.5 | 12.3 | |
| IICModel=R18+FPN2023.09 | 47.9 | 6.4 | |
| IICBackbone=R18+FPN, Evaluation Protocol=Unsupervised2024.03 | 47.9 | 6.4 | |
| DINOModel=ViT-B/82023.09 | 43.6 | 11.8 | |
| DINOBackbone=ViT-B/8, Evaluation Protocol=Unsupervised2024.03 | 43.6 | 11.8 | |
| MDCBackbone=R18+FPN, Evaluation Protocol=Unsupervised2024.03 | 40.7 | 7.1 | |
| DINOBackbone=ViT-S/8, Evaluation Protocol=Unsupervised2024.03 | 34.5 | 10.9 |