Object Detection on COCO-FSOD 30-shot COCO-20
45.8nAPFSOD-VFM-L
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FSOD-VFM-LFine-tuned on Novel Classes=false2026.02 | 45.8 | 61.9 | 49.4 | |
| FSOD-VFM-BFine-tuned on Novel Classes=false2026.02 | 43.7 | 59.6 | 47.1 | |
| Training-freeFt. on novel=false2025.07 | 36.8 | 54.5 | 38.7 | |
| No-Time-To-TrainFine-tuned on Novel Classes=false2026.02 | 36.8 | 54.5 | 38.7 | |
| CD-VITO (ViT-L)Ft. on novel=true2025.07 | 35.9 | 54.5 | 38 | |
| CD-ViTOBackbone=ViT-L/142024.02 | 35.9 | 54.5 | 38 | |
| CD-ViTO (ViT-L)Fine-tuned on Novel Classes=true2026.02 | 35.9 | 54.5 | 38 | |
| DE-VIT (ViT-L)Ft. on novel=false2025.07 | 34 | 52.9 | 37.2 | |
| DE-ViTBackbone=ViT-L/142024.02 | 34 | 52.9 | 37.2 | |
| DE-ViT (ViT-L)Fine-tuned on Novel Classes=false2026.02 | 34 | 52.9 | 37.2 | |
| CD-ViTOBackbone=ViT-B/142024.02 | 33.6 | 51.6 | 36.1 | |
| DE-ViTBackbone=ViT-B/142024.02 | 33.4 | 51.4 | 35.7 | |
| CD-ViTOBackbone=ViT-S/142024.02 | 27.8 | 43.5 | 29.5 | |
| DE-ViTBackbone=ViT-S/142024.02 | 26.9 | 43.1 | 28.4 | |
| LVCFt. on novel=true2025.07 | 26.8 | 45.8 | 27.5 | |
| LVC2024.02 | 26.8 | 45.8 | 27.5 | |
| LVCFine-tuned on Novel Classes=true2026.02 | 26.8 | 45.8 | 27.5 | |
| C. TransformerFt. on novel=true2025.07 | 21.4 | 35.5 | 22.1 | |
| Cross-Transformer2024.02 | 21.4 | 35.5 | 22.1 | |
| C. TransformerFine-tuned on Novel Classes=true2026.02 | 21.4 | 35.5 | 22.1 | |
| NIFFFt. on novel=true2025.07 | 20.9 | — | — | |
| NIFF2024.02 | 20.9 | — | — | |
| NIFFFine-tuned on Novel Classes=true2026.02 | 20.9 | — | — | |
| Meta F. R-CNNFt. on novel=true2025.07 | 16.6 | 31.8 | 15.8 | |
| Meta Faster R-CNN2024.02 | 16.6 | 31.8 | 15.8 | |
| Meta F. R-CNNFine-tuned on Novel Classes=true2026.02 | 16.6 | 31.8 | 15.8 | |
| HeteroGraphFt. on novel=true2025.07 | 16.5 | 31.9 | 15.5 | |
| HeteroGraph2024.02 | 16.5 | 31.9 | 15.5 | |
| HeteroGraphFine-tuned on Novel Classes=true2026.02 | 16.5 | 31.9 | 15.5 | |
| FSCEFt. on novel=true2025.07 | 16.4 | — | 16.2 | |
| FSCE2024.02 | 16.4 | — | 16.2 | |
| FSCEFine-tuned on Novel Classes=true2026.02 | 16.4 | — | 16.2 | |
| DiGeoFt. on novel=true2025.07 | 14.2 | 26.2 | 14.8 | |
| DiGeo2024.02 | 14.2 | 26.2 | 14.8 | |
| DiGeoFine-tuned on Novel Classes=true2026.02 | 14.2 | 26.2 | 14.8 | |
| Retentive RCNNFt. on novel=true2025.07 | 13.8 | 22.9 | 13.8 | |
| Retentive RCNN2024.02 | 13.8 | 22.9 | 13.8 | |
| Retentive RCNNFine-tuned on Novel Classes=true2026.02 | 13.8 | 22.9 | 13.8 | |
| TFAFt. on novel=true2025.07 | 13.5 | 24.9 | 13.2 | |
| TFA2024.02 | 13.5 | 24.9 | 13.2 | |
| TFAFine-tuned on Novel Classes=true2026.02 | 13.5 | 24.9 | 13.2 | |
| Meta R-CNNFt. on novel=false2025.07 | 9.9 | 25.3 | 10.8 | |
| Meta R-CNN2024.02 | 9.9 | 25.3 | 10.8 | |
| Meta R-CNNFine-tuned on Novel Classes=false2026.02 | 9.9 | 25.3 | 10.8 | |
| FSRWFt. on novel=false2025.07 | 9.1 | 19 | 7.6 | |
| FSRW2024.02 | 9.1 | 19 | 7.6 | |
| FSRWFine-tuned on Novel Classes=false2026.02 | 9.1 | 19 | 7.6 |