Object Detection on COCO-FSOD 10-shot 20
36.6nAPTraining-free
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Training-freeFt. on novel=false2025.07 | 36.6 | 54.1 | 38.3 | |
| CD-VITO (ViT-L)Ft. on novel=true2025.07 | 35.3 | 54.9 | 37.2 | |
| DE-VIT (ViT-L)Ft. on novel=false2025.07 | 34 | 53 | 37 | |
| LVCFt. on novel=true2025.07 | 19 | 34.1 | 19 | |
| NIFFFt. on novel=true2025.07 | 18.8 | — | — | |
| C. TransformerFt. on novel=true2025.07 | 17.1 | 30.2 | 17 | |
| Meta F. R-CNNFt. on novel=true2025.07 | 12.7 | 25.7 | 10.8 | |
| FSCEFt. on novel=true2025.07 | 11.9 | — | — | |
| HeteroGraphFt. on novel=true2025.07 | 11.6 | 23.9 | 9.8 | |
| Retentive RCNNFt. on novel=true2025.07 | 10.5 | 19.5 | 9.3 | |
| DiGeoFt. on novel=true2025.07 | 10.3 | — | 9.9 | |
| TFAFt. on novel=true2025.07 | 10 | 19.2 | 9.2 | |
| Meta R-CNNFt. on novel=false2025.07 | 6.1 | 19.1 | 6.6 | |
| FSRWFt. on novel=false2025.07 | 5.6 | 12.3 | 4.6 |