| Paper | Code | AP | ModelName | ReleaseDate |
|---|---|---|---|---|
| No time to train! Training-Free Reference-Based Instance Segmentation | ✓ Link | 26.5 | Training-free | 2025-07-03 |
| Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning | ✓ Link | 13.4 | hANMCL | 2022-08-15 |
| UniFS: Universal Few-shot Instance Perception with Point Representations | ✓ Link | 12.7 | UniFS | 2024-04-30 |
| Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection | ✓ Link | 11.7 | RISF | 2023-11-01 |
| Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation | ✓ Link | 10.0 | DCFS | 2025-05-20 |
| DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection | ✓ Link | 9.3 | DeFRCN | 2021-08-20 |
| Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation | ✓ Link | 8.1 | DCFS | 2025-05-20 |