Few-shot Object Detection on Pascal VOC (Novel Split 1)
79.1AP50Training-free
Evaluation Results
| Method | Links | |
|---|---|---|
| Training-freeFt. on novel=false, Shots=102025.07 | 79.1 | |
| Training-freeFt. on novel=false, Shots=52025.07 | 77.2 | |
| Training-freeFt. on novel=false, Shots=12025.07 | 70.8 | |
| NIFFFt. on novel=true, Shots=12025.07 | 62.8 | |
| DE-ViT (ViT-B/14)Ft. on novel=false, Shots=1, Backbone=ViT-B/142025.07 | 56.9 | |
| DE-ViT (ViT-L/14)Ft. on novel=false, Shots=1, Backbone=ViT-L/142025.07 | 55.4 | |
| LVCFt. on novel=true, Shots=12025.07 | 54.5 | |
| Cross TransformerFt. on novel=true, Shots=12025.07 | 49.9 | |
| DE-ViT (ViT-S/14)Ft. on novel=false, Shots=1, Backbone=ViT-S/142025.07 | 47.5 | |
| Meta Faster R-CNNFt. on novel=true, Shots=12025.07 | 43 | |
| Retentive RCNNFt. on novel=true, Shots=12025.07 | 42.4 | |
| HeteroGraphFt. on novel=true, Shots=12025.07 | 42.4 | |
| TFAFt. on novel=true, Shots=12025.07 | 39.8 | |
| DiGeoFt. on novel=true, Shots=12025.07 | 37.9 | |
| Multi-Relation DetFt. on novel=false, Shots=12025.07 | 37.8 | |
| FsDetViewFt. on novel=true, Shots=12025.07 | 25.4 |