Object Detection on COCO-20i 10-shot
44nAPFSOD-VFM-L
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FSOD-VFM-LFine-tuned on Novel Classes=false2026.02 | 44 | 59.4 | 47.6 | |
| FSOD-VFM-BFine-tuned on Novel Classes=false2026.02 | 42.4 | 57.6 | 45.8 | |
| No-Time-To-TrainFine-tuned on Novel Classes=false2026.02 | 36.6 | 54.1 | 38.3 | |
| CD-ViTO (ViT-L)Fine-tuned on Novel Classes=true2026.02 | 35.3 | 54.9 | 37.2 | |
| DE-ViT (ViT-L)Fine-tuned on Novel Classes=false2026.02 | 34 | 53 | 37 | |
| LVCFine-tuned on Novel Classes=true2026.02 | 19 | 34.1 | 19 | |
| NIFFFine-tuned on Novel Classes=true2026.02 | 18.8 | — | — | |
| C. TransformerFine-tuned on Novel Classes=true2026.02 | 17.1 | 30.2 | 17 | |
| Meta F. R-CNNFine-tuned on Novel Classes=true2026.02 | 12.7 | 25.7 | 10.8 | |
| FSCEFine-tuned on Novel Classes=true2026.02 | 11.9 | — | 10.5 | |
| HeteroGraphFine-tuned on Novel Classes=true2026.02 | 11.6 | 23.9 | 9.8 | |
| Retentive RCNNFine-tuned on Novel Classes=true2026.02 | 10.5 | 19.5 | 9.3 | |
| DiGeoFine-tuned on Novel Classes=true2026.02 | 10.3 | 18.7 | 9.9 | |
| TFAFine-tuned on Novel Classes=true2026.02 | 10 | 19.2 | 9.2 | |
| Meta R-CNNFine-tuned on Novel Classes=false2026.02 | 6.1 | 19.1 | 6.6 | |
| FSRWFine-tuned on Novel Classes=false2026.02 | 5.6 | 12.3 | 4.6 |