Object Detection on COCO 10-shot 2014
47.1nAPOurs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OursBackbone=ViT-L/14, Finetune=false2026.06 | 47.1 | 41.2 | 65.5 | 51.5 | |
| PiDiViTBackbone=ViT-L/14, Finetune=false2026.06 | 37 | 32.3 | 57.6 | 40.9 | |
| CD-ViTOBackbone=ViT-L/14, Finetune=false2026.06 | 35.3 | — | 54.9 | 37.2 | |
| DE-ViTBackbone=ViT-L/14, Finetune=false2026.06 | 34 | 29.4 | 52.9 | 37 | |
| LVCBackbone=ViT-S/8, Finetune=true2026.06 | 19 | 28.7 | 34.1 | 19 | |
| NIFFBackbone=RN101, Finetune=true2026.06 | 18.8 | 39 | — | — | |
| CrossTransformerBackbone=PVTv2-B2-Li, Finetune=true2026.06 | 17.1 | — | 30.2 | 17 | |
| Meta Faster RCNNBackbone=RN101, Finetune=true2026.06 | 12.7 | — | 25.7 | 10.8 | |
| FSCEBackbone=RN101, Finetune=true2026.06 | 11.9 | — | — | 10.5 | |
| HeteroGraphBackbone=RN101, Finetune=true2026.06 | 11.6 | — | 23.9 | 9.8 | |
| Retentive RCNNBackbone=RN101, Finetune=true2026.06 | 10.5 | 39.2 | 19.5 | 9.3 | |
| DiGeoBackbone=RN101, Finetune=true2026.06 | 10.3 | 39.2 | 18.7 | 9.9 | |
| FsDetViewBackbone=RN50, Finetune=true2026.06 | 7.6 | 6.4 | — | — |