Metric: AP (higher is better)
| # | Model↕ | AP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Training-free | 26.5 | No | No time to train! Training-Free Reference-Based ... | 2025-07-03 | Code |
| 2 | hANMCL | 13.4 | No | Hierarchical Attention Network for Few-Shot Obje... | 2022-08-15 | Code |
| 3 | UniFS | 12.7 | No | UniFS: Universal Few-shot Instance Perception wi... | 2024-04-30 | Code |
| 4 | RISF | 11.7 | No | Re-Scoring Using Image-Language Similarity for F... | 2023-11-01 | Code |
| 5 | DCFS | 10 | No | Decoupling Classifier for Boosting Few-shot Obje... | 2025-05-20 | Code |
| 6 | DeFRCN | 9.3 | No | DeFRCN: Decoupled Faster R-CNN for Few-Shot Obje... | 2021-08-20 | Code |
| 7 | DCFS | 8.1 | No | Decoupling Classifier for Boosting Few-shot Obje... | 2025-05-20 | Code |