Object Detection on COCO 30-shot 2014
47.4Novel Class APOurs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OursBackbone=ViT-L/14, Finetune=false2026.06 | 47.4 | 41.3 | 65.6 | 51.5 | |
| PiDiViTBackbone=ViT-L/14, Finetune=false2026.06 | 37.3 | 31.4 | 58.5 | 41.7 | |
| CD-ViTOBackbone=ViT-L/14, Finetune=false2026.06 | 35.9 | — | 54.5 | 38 | |
| DE-ViTBackbone=ViT-L/14, Finetune=false2026.06 | 34 | 29.5 | 53 | 37.2 | |
| LVCBackbone=ViT-S/8, Finetune=true2026.06 | 26.8 | 34.8 | 45.8 | 27.5 | |
| CrossTransformerBackbone=PVTv2-B2-Li, Finetune=true2026.06 | 21.4 | — | 35.5 | 22.1 | |
| NIFFBackbone=RN101, Finetune=true2026.06 | 20.9 | 39 | — | — | |
| Meta Faster RCNNBackbone=RN101, Finetune=true2026.06 | 16.6 | — | 31.8 | 15.8 | |
| HeteroGraphBackbone=RN101, Finetune=true2026.06 | 16.5 | — | 31.9 | 15.5 | |
| FSCEBackbone=RN101, Finetune=true2026.06 | 16.4 | — | — | 16.2 | |
| DiGeoBackbone=RN101, Finetune=true2026.06 | 14.2 | 39.4 | 26.2 | 14.8 | |
| Retentive RCNNBackbone=RN101, Finetune=true2026.06 | 13.8 | 39.3 | 22.9 | 13.8 | |
| FsDetViewBackbone=RN50, Finetune=true2026.06 | 12 | 9.3 | — | — |