Metric: AP50 (higher is better)
| # | Model↕ | AP50▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CutS3D (DiffNCuts) | 20.1 | No | CutS3D: Cutting Semantics in 3D for 2D Unsupervi... | 2024-11-25 | - |
| 2 | CutLER (Cascade+DINO) | 18.9 | No | Cut and Learn for Unsupervised Object Detection ... | 2023-01-26 | Code |
| 3 | Self-Training (MAE) | 12.1 | No | Understanding Self-Supervised Features for Learn... | 2023-11-24 | - |
| 4 | U2Seg | 11.2 | No | Unsupervised Universal Image Segmentation | 2023-12-28 | Code |
| 5 | DETReg | 8.8 | No | DETReg: Unsupervised Pretraining with Region Pri... | 2021-06-08 | Code |
| 6 | CutLER | 8.6 | No | Cut and Learn for Unsupervised Object Detection ... | 2023-01-26 | Code |
| 7 | TokenCut | 4.8 | No | TokenCut: Segmenting Objects in Images and Video... | 2022-09-01 | - |