Semantic Segmentation on COCO-Stuff-27
Metric: Linear Classifier [mIoU] (higher is better)
Metric: Linear Classifier [mIoU] (higher is better)
| # | Model↕ | Linear Classifier [mIoU]▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HCL (ViT-S/8) | 47.4 | No | - | - | Code |
| 2 | HCL (ViT-S/16) | 45.8 | No | - | - | Code |
| 3 | EAGLE (DINO, ViT-S/8) | 43.9 | No | EAGLE: Eigen Aggregation Learning for Object-Cen... | 2024-03-03 | Code |
| 4 | HP (ViT-S/8) | 42.7 | No | Leveraging Hidden Positives for Unsupervised Sem... | 2023-03-27 | Code |
| 5 | DepthG (ViT-B/8) | 41.6 | No | Unsupervised Semantic Segmentation Through Depth... | 2023-09-21 | Code |
| 6 | EQUSS | 41.2 | No | Expand-and-Quantize: Unsupervised Semantic Segme... | 2023-12-12 | - |
| 7 | HP (ViT-S/16) | 39.1 | No | Leveraging Hidden Positives for Unsupervised Sem... | 2023-03-27 | Code |
| 8 | DepthG (ViT-S/8) | 38.9 | No | Unsupervised Semantic Segmentation Through Depth... | 2023-09-21 | Code |
| 9 | STEGO (ViT-S/8) | 38.3 | No | Unsupervised Semantic Segmentation by Distilling... | 2022-03-16 | Code |
| 10 | DepthG w/ 3D-LHP (ViT-S/8) | 37.8 | No | Unsupervised Semantic Segmentation Through Depth... | 2023-09-21 | Code |