Metric: Clustering [mIoU] (higher is better)
| # | Model↕ | Clustering [mIoU]▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CAUSE (iBOT, ViT-B/16) | 53.4 | No | Causal Unsupervised Semantic Segmentation | 2023-10-11 | Code |
| 2 | CAUSE (ViT-B/8) | 53.3 | No | Causal Unsupervised Semantic Segmentation | 2023-10-11 | Code |
| 3 | CAUSE (DINOv2, ViT-B/14) | 53.2 | No | Causal Unsupervised Semantic Segmentation | 2023-10-11 | Code |
| 4 | MaskDistill+CRF | 48.9 | Yes | Discovering Object Masks with Transformers for U... | 2022-06-13 | Code |
| 5 | Leopart (ViT-B/8) | 47.2 | Yes | Self-Supervised Learning of Object Parts for Sem... | 2022-04-27 | Code |
| 6 | HCL (ViT-S/8) | 46.3 | Yes | - | - | Code |
| 7 | MaskDistill | 45.8 | Yes | Discovering Object Masks with Transformers for U... | 2022-06-13 | Code |
| 8 | MaskContrast (Saliency) | 44.2 | Yes | Unsupervised Semantic Segmentation by Contrastin... | 2021-02-11 | Code |
| 9 | HCL (ViT-S/16) | 43.2 | Yes | - | - | Code |
| 10 | Leopart (ViT-S/16) | 41.7 | Yes | Self-Supervised Learning of Object Parts for Sem... | 2022-04-27 | Code |
| 11 | MaskContrast | 35 | Yes | Unsupervised Semantic Segmentation by Contrastin... | 2021-02-11 | Code |