Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ViCE | 84.3 | No | ViCE: Improving Dense Representation Learning by... | 2021-11-24 | Code |
| 2 | CUPS | 83.2 | No | Scene-Centric Unsupervised Panoptic Segmentation | 2025-04-02 | Code |
| 3 | EAGLE (DINO, ViT-S/8) | 81.8 | No | EAGLE: Eigen Aggregation Learning for Object-Cen... | 2024-03-03 | Code |
| 4 | PriMaPs-EM (DINO ViT-S/8) | 81.2 | No | Boosting Unsupervised Semantic Segmentation with... | 2024-04-25 | Code |
| 5 | HP | 80.1 | No | Leveraging Hidden Positives for Unsupervised Sem... | 2023-03-27 | Code |
| 6 | EQUSS | 79.9 | No | Expand-and-Quantize: Unsupervised Semantic Segme... | 2023-12-12 | - |
| 7 | EAGLE (DINO, ViT-B/8) | 79.4 | No | EAGLE: Eigen Aggregation Learning for Object-Cen... | 2024-03-03 | Code |
| 8 | PriMaPs-EM + STEGO (DINO ViT-B/8) | 78.6 | No | Boosting Unsupervised Semantic Segmentation with... | 2024-04-25 | Code |
| 9 | STEGO | 73.2 | No | Unsupervised Semantic Segmentation by Distilling... | 2022-03-16 | Code |
| 10 | PiCIE | 65.5 | No | PiCIE: Unsupervised Semantic Segmentation using ... | 2021-03-30 | Code |
| 11 | MDC | 40.7 | No | Deep Clustering for Unsupervised Learning of Vis... | 2018-07-15 | Code |