Few-shot Object Detection on MS-COCO 30-shot (novel classes)
45.8nAP (Novel)FSOD-VFM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FSOD-VFMFine-tuned on novel classes=false2026.02 | 45.8 | 61.9 | 49.4 | — | |
| No-Time-To-TrainFine-tuned on novel classes=false2026.02 | 36.8 | 54.5 | 38.7 | — | |
| CD-ViTOFine-tuned on novel classes=true, Backbone=ViT-L2026.02 | 35.9 | 54.5 | 38 | — | |
| DE-ViTFine-tuned on novel classes=false, Backbone=ViT-L2026.02 | 34 | 52.9 | 37.2 | — | |
| Ours (Pseudo-Labelling)Backbone=Swin-S2021.12 | 26.8 | 45.8 | 27.5 | 34.8 | |
| LVCFine-tuned on novel classes=true2026.02 | 26.8 | 45.8 | 27.5 | — | |
| Ours (Pseudo-Labelling)Backbone=Swin-T2021.12 | 26.1 | 45 | 26.8 | 31.1 | |
| Ours (Pseudo-Labelling)Backbone=ResNet-502021.12 | 25.5 | 42 | 27.3 | 33.3 | |
| Ours (Pseudo-Labelling)Backbone=ResNet-1012021.12 | 24.5 | 41.1 | 25 | 33 | |
| DeFRCNBackbone=ResNet-1012021.12 | 22.6 | — | — | — | |
| C. TransformerFine-tuned on novel classes=true2026.02 | 21.4 | 35.5 | 22.1 | — | |
| NIFFFine-tuned on novel classes=true2026.02 | 20.9 | — | — | — | |
| Ours (Baseline)Backbone=Swin-S2021.12 | 20.3 | 37.2 | 20.2 | 36.2 | |
| Ours (Baseline)Backbone=Swin-T2021.12 | 19 | 35.3 | 18.3 | 31.5 | |
| DCNetBackbone=ResNet-1012021.12 | 18.6 | 32.6 | 17.5 | — | |
| TIPBackbone=ResNet-1012021.12 | 18.3 | 35.9 | 16.9 | — | |
| Ours (Baseline)Backbone=ResNet-1012021.12 | 17.8 | 31.6 | 17.7 | 31.8 | |
| CMEBackbone=ResNet-1012021.12 | 16.9 | 28 | 17.8 | — | |
| Ours (Baseline)Backbone=ResNet-502021.12 | 16.6 | 30.9 | 15.8 | 29.5 | |
| Meta F. R-CNNFine-tuned on novel classes=true2026.02 | 16.6 | 31.8 | 15.8 | — | |
| QA-FewDetBackbone=ResNet-1012021.12 | 16.5 | 31.9 | 15.5 | — | |
| HeteroGraphFine-tuned on novel classes=true2026.02 | 16.5 | 31.9 | 15.5 | — | |
| FCSEBackbone=ResNet-1012021.12 | 16.4 | — | 16.2 | — | |
| FSCEFine-tuned on novel classes=true2026.02 | 16.4 | — | 16.2 | — | |
| FSOD-UPBackbone=ResNet-1012021.12 | 15.6 | — | 15.7 | — | |
| CGDP+FSCNBackbone=ResNet-502021.12 | 15.1 | 29.4 | — | — | |
| SRR-FSDBackbone=ResNet-1012021.12 | 14.7 | 29.2 | 13.5 | — | |
| DiGeoFine-tuned on novel classes=true2026.02 | 14.2 | 26.2 | 14.8 | — | |
| Retentive R-CNNBackbone=ResNet-1012021.12 | 13.8 | — | — | 39.3 | |
| Retentive RCNNFine-tuned on novel classes=true2026.02 | 13.8 | 22.9 | 13.8 | — | |
| TFA w/ cosBackbone=ResNet-1012021.12 | 13.7 | 24.9 | 13.4 | 34.2 | |
| TFAFine-tuned on novel classes=true2026.02 | 13.5 | 24.9 | 13.2 | — | |
| Meta R-CNNFine-tuned on novel classes=false2026.02 | 9.9 | 25.3 | 10.8 | — | |
| FSRWFine-tuned on novel classes=false2026.02 | 9.1 | 19 | 7.6 | — |