| No time to train! Training-Free Reference-Based Instance Segmentation | ✓ Link | 36.8 | Training-free | 2025-07-03 |
| Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector | ✓ Link | 35.9 | CD-ViTO | 2024-02-05 |
| Detect Everything with Few Examples | ✓ Link | 34 | DE-ViT | 2023-09-22 |
| Balanced ID-OOD tradeoff transfer makes query based detectors good few shot learners | | 33.8 | BIOT | 2024-05-23 |
| Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection | ✓ Link | 31.9 | RISF (SWIN-Large) | 2023-11-01 |
| Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection | ✓ Link | 30.2 | imTED+ViT-B | 2022-05-19 |
| DETReg: Unsupervised Pretraining with Region Priors for Object Detection | ✓ Link | 30 | DETReg-ft-full DDETR | 2021-06-08 |
| Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning | ✓ Link | 25.0 | hANMCL | 2022-08-15 |
| Re-Scoring Using Image-Language Similarity for Few-Shot Object Detection | ✓ Link | 24.4 | RISF (Resnet-101) | 2023-11-01 |
| Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation | ✓ Link | 22.9 | Meta-DETR (Multi-Scale Feature) | 2021-03-22 |
| Decoupling Classifier for Boosting Few-shot Object Detection and Instance Segmentation | ✓ Link | 22.7 | DCFS | 2025-05-20 |
| DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection | ✓ Link | 22.6 | DeFRCN | 2021-08-20 |
| Meta-DETR: Image-Level Few-Shot Object Detection with Inter-Class Correlation Exploitation | ✓ Link | 21.3 | Meta-DETR (Single-Scale Feature) | 2021-03-22 |
| Integrally Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection | ✓ Link | 21.0 | imTED+ViT-S | 2022-05-19 |
| Few-Shot Object Detection by Attending to Per-Sample-Prototype | | 17.1 | FsDetView + PSP | 2021-09-16 |
| FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding | ✓ Link | 15.3 | FSCE | 2021-03-10 |
| Few-Shot Object Detection and Viewpoint Estimation for Objects in the Wild | ✓ Link | 14.7 | FsDetView | 2020-07-23 |
| Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection | | 14.7 | SSR-FSD | 2021-03-02 |
| Multi-Scale Positive Sample Refinement for Few-Shot Object Detection | ✓ Link | 14.1 | MPSR | 2020-07-18 |
| Frustratingly Simple Few-Shot Object Detection | ✓ Link | 13.7 | TFA w/ cos | 2020-03-16 |
| Frustratingly Simple Few-Shot Object Detection | ✓ Link | 13.4 | TFA w/ fc | 2020-03-16 |
| Meta R-CNN : Towards General Solver for Instance-level Few-shot Learning | | 12.4 | Meta R-CNN | 2019-09-28 |
| Meta-Learning to Detect Rare Objects | | 11.3 | MetaDet | 2019-10-01 |
| Few-shot Object Detection via Feature Reweighting | ✓ Link | 9.1 | FeatReweight | 2018-12-05 |
| LSTD: A Low-Shot Transfer Detector for Object Detection | ✓ Link | 6.7 | LSTD (YOLO) | 2018-03-05 |