Few-shot Object Detection on MS-COCO 10-shot (novel classes)
44nAPFSOD-VFM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FSOD-VFMFine-tuned on novel classes=false2026.02 | 44 | 59.4 | 47.6 | — | |
| No-Time-To-TrainFine-tuned on novel classes=false2026.02 | 36.6 | 54.1 | 38.3 | — | |
| CD-ViTOFine-tuned on novel classes=true, Backbone=ViT-L2026.02 | 35.3 | 54.9 | 37.2 | — | |
| DE-ViTFine-tuned on novel classes=false, Backbone=ViT-L2026.02 | 34 | 53 | 37 | — | |
| Ours (Pseudo-Labelling)Backbone=Swin-S2021.12 | 19 | 34.1 | 19 | 28.7 | |
| LVCFine-tuned on novel classes=true2026.02 | 19 | 34.1 | 19 | — | |
| NIFFFine-tuned on novel classes=true2026.02 | 18.8 | — | — | — | |
| Ours (Pseudo-Labelling)Backbone=Swin-T2021.12 | 18.6 | 32.1 | 18.5 | 29.2 | |
| DeFRCNBackbone=ResNet-1012021.12 | 18.5 | — | — | — | |
| Ours (Pseudo-Labelling)Backbone=ResNet-1012021.12 | 17.8 | 30.9 | 17.8 | 31.9 | |
| Ours (Pseudo-Labelling)Backbone=ResNet-502021.12 | 17.6 | 30.9 | 17.3 | 29.7 | |
| C. TransformerFine-tuned on novel classes=true2026.02 | 17.1 | 30.2 | 17 | — | |
| TIPBackbone=ResNet-1012021.12 | 16.3 | 33.2 | 14.1 | — | |
| CMEBackbone=ResNet-1012021.12 | 15.1 | 24.6 | 16.4 | — | |
| Ours (Baseline)Backbone=Swin-S2021.12 | 14.4 | 25.8 | 14.4 | 33 | |
| DCNetBackbone=ResNet-1012021.12 | 12.8 | 23.4 | 11.2 | — | |
| Meta F. R-CNNFine-tuned on novel classes=true2026.02 | 12.7 | 25.7 | 10.8 | — | |
| Ours (Baseline)Backbone=Swin-T2021.12 | 12.6 | 23.3 | 12.1 | 27.2 | |
| Ours (Baseline)Backbone=ResNet-1012021.12 | 12.1 | 22 | 11.8 | 31.9 | |
| FCSEBackbone=ResNet-1012021.12 | 11.9 | — | 10.5 | — | |
| FSCEFine-tuned on novel classes=true2026.02 | 11.9 | — | 10.5 | — | |
| QA-FewDetBackbone=ResNet-1012021.12 | 11.6 | 23.9 | 9.8 | — | |
| HeteroGraphFine-tuned on novel classes=true2026.02 | 11.6 | 23.9 | 9.8 | — | |
| Ours (Baseline)Backbone=ResNet-502021.12 | 11.4 | 21.2 | 11.1 | 28.4 | |
| CGDP+FSCNBackbone=ResNet-502021.12 | 11.3 | 20.3 | — | — | |
| SRR-FSDBackbone=ResNet-1012021.12 | 11.3 | 23 | 9.8 | — | |
| FSOD-UPBackbone=ResNet-1012021.12 | 11 | — | 10.7 | — | |
| Retentive R-CNNBackbone=ResNet-1012021.12 | 10.5 | — | — | 39.2 | |
| 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 | — | |
| TFA w/ cosBackbone=ResNet-1012021.12 | 10 | 19.1 | 9.3 | 32.4 | |
| 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 | — |