Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PriMaPs-EM+HP (DINO ViT-B/8) | 83.3 | No | Boosting Unsupervised Semantic Segmentation with... | 2024-04-25 | Code |
| 2 | EAGLE (DINO, ViT-B/8) | 83.3 | No | EAGLE: Eigen Aggregation Learning for Object-Cen... | 2024-03-03 | Code |
| 3 | HP | 82.4 | No | Leveraging Hidden Positives for Unsupervised Sem... | 2023-03-27 | Code |
| 4 | EQUSS | 82 | No | Expand-and-Quantize: Unsupervised Semantic Segme... | 2023-12-12 | - |
| 5 | PriMaPs-EM (DINO ViT-B/8) | 80.5 | No | Boosting Unsupervised Semantic Segmentation with... | 2024-04-25 | Code |
| 6 | STEGO | 77 | No | Unsupervised Semantic Segmentation by Distilling... | 2022-03-16 | Code |
| 7 | IIC | 45.4 | No | Invariant Information Clustering for Unsupervise... | 2018-07-17 | Code |