Unsupervised Instance Segmentation 벤치마크
Unsupervised Instance Segmentation on COCO val2017
AP
- 2021-06-08 — DETReg: AP 3.3
- 2023-01-26 — CutLER (Cascade+DINO): AP 9.2
- 2024-11-25 — CutS3D (DiffNCuts): AP 10.2
| Rank | Model | AP | AP50 | AP75 | Paper | Code | Year |
|---|---|---|---|---|---|---|---|
| 1 | CutS3D (DiffNCuts) | 10.2 | 20.1 | 9.2 | CutS3D: Cutting Semantics in 3D for 2D Unsupervised Instance Segmentation | 2024 | |
| 2 | CutLER (Cascade+DINO) | 9.2 | 18.9 | 9.7 | Cut and Learn for Unsupervised Object Detection and Instance Segmentation | facebookresearch/cutler · u2seg/u2seg | 2023 |
| 3 | Self-Training (MAE) | 5.2 | 12.1 | 3.7 | Understanding Self-Supervised Features for Learning Unsupervised Instance Segmentation | 2023 | |
| 4 | DETReg | 3.3 | 8.8 | 1.9 | DETReg: Unsupervised Pretraining with Region Priors for Object Detection | amirbar/detreg | 2021 |
| 5 | TokenCut | 2.4 | 4.8 | 1.9 | TokenCut: Segmenting Objects in Images and Videos with Self-supervised Transformer and Normalized Cut | 2022 |