| Paper | Code | Accuracy | Pixel Accuracy | mIoU | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals | ✓ Link | 83.3 | 71.0 | PriMaPs-EM+HP (DINO ViT-B/8) | 2024-04-25 | |
| EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation | ✓ Link | 83.3 | 71.1 | EAGLE (DINO, ViT-B/8) | 2024-03-03 | |
| Leveraging Hidden Positives for Unsupervised Semantic Segmentation | ✓ Link | 82.4 | HP | 2023-03-27 | ||
| Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization | 82.0 | EQUSS | 2023-12-12 | |||
| Boosting Unsupervised Semantic Segmentation with Principal Mask Proposals | ✓ Link | 80.5 | 67.0 | PriMaPs-EM (DINO ViT-B/8) | 2024-04-25 | |
| Unsupervised Semantic Segmentation by Distilling Feature Correspondences | ✓ Link | 77.0 | STEGO | 2022-03-16 | ||
| Invariant Information Clustering for Unsupervised Image Classification and Segmentation | ✓ Link | 45.4 | IIC | 2018-07-17 | ||
| InfoSeg: Unsupervised Semantic Image Segmentation with Mutual Information Maximization | 71.6 | InfoSeg | 2021-10-07 |