Metric: mAP (higher is better)
| # | Model↕ | mAP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | ETS | 61.5 | Yes | Enhance Then Search: An Augmentation-Search Stra... | 2025-04-06 | Code |
| 2 | CDFormer(w/FT) | 59 | No | CDFormer: Cross-Domain Few-Shot Object Detection... | 2025-05-02 | Code |
| 3 | CDFormer(w/o FT) | 53.5 | No | CDFormer: Cross-Domain Few-Shot Object Detection... | 2025-05-02 | Code |
| 4 | CD-ViTO | 44.3 | No | Cross-Domain Few-Shot Object Detection via Enhan... | 2024-02-05 | Code |
| 5 | DE-ViT-FT | 40.8 | No | Detect Everything with Few Examples | 2023-09-22 | Code |
| 6 | Training-free(w/o FT) | 25.9 | No | No time to train! Training-Free Reference-Based ... | 2025-07-03 | Code |
| 7 | ViTDeT-FT | 25.6 | No | Exploring Plain Vision Transformer Backbones for... | 2022-03-30 | Code |
| 8 | Detic-FT | 22.3 | No | Detecting Twenty-thousand Classes using Image-le... | 2022-01-07 | Code |
| 9 | Detic(w/o FT) | 11.4 | No | Detecting Twenty-thousand Classes using Image-le... | 2022-01-07 | Code |
| 10 | DE-ViT(w/o FT) | 11 | No | Detect Everything with Few Examples | 2023-09-22 | Code |