Few-shot Object Detection on COCO 2014 (novel)
34nAPDE-ViT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DE-ViTRequires Finetune=false, Backbone=ViT-L/142023.09 | 34 | 29.4 | 52.9 | 37 | |
| DE-ViTRequires Finetune=false, Backbone=ViT-L/142023.09 | 34 | 29.5 | 53 | 37.2 | |
| DE-ViTRequires Finetune=false, Backbone=ViT-B/142023.09 | 33.4 | 28.5 | 51.4 | 35.7 | |
| DE-ViTRequires Finetune=false, Backbone=ViT-B/142023.09 | 33.2 | 28.3 | 51.4 | 35.5 | |
| DE-ViTRequires Finetune=false, Backbone=ViT-S/142023.09 | 27.1 | 24 | 43.1 | 28.4 | |
| DE-ViTRequires Finetune=false, Backbone=ViT-S/142023.09 | 26.9 | 24.2 | 43.1 | 28.5 | |
| LVCRequires Finetune=true2023.09 | 26.8 | 34.8 | 45.8 | 27.5 | |
| Cross TransformerRequires Finetune=true2023.09 | 21.4 | — | 35.5 | 22.1 | |
| NIFFRequires Finetune=true2023.09 | 20.9 | 39 | — | — | |
| LVCRequires Finetune=true2023.09 | 19 | 28.7 | 34.1 | 19 | |
| NIFFRequires Finetune=true2023.09 | 18.8 | 39 | — | — | |
| Cross TransformerRequires Finetune=true2023.09 | 17.1 | — | 30.2 | 17 | |
| Multi-Relation DetRequires Finetune=false2023.09 | 16.6 | — | 31.3 | 16.1 | |
| Meta Faster RCNNRequires Finetune=true2023.09 | 16.6 | — | 31.8 | 15.8 | |
| HeteroGraphRequires Finetune=true2023.09 | 16.5 | — | 31.9 | 15.5 | |
| FSCERequires Finetune=true2023.09 | 16.4 | — | — | 16.2 | |
| DiGeoRequires Finetune=true2023.09 | 14.2 | 39.4 | 26.2 | 14.8 | |
| Retentive RCNNRequires Finetune=true2023.09 | 13.8 | 39.3 | 22.9 | 13.8 | |
| TFARequires Finetune=true2023.09 | 13.5 | 34.5 | 24.9 | 13.2 | |
| Meta Faster RCNNRequires Finetune=true2023.09 | 12.7 | — | 25.7 | 10.8 | |
| FsDetViewRequires Finetune=true2023.09 | 12 | 9.3 | — | — | |
| FSCERequires Finetune=true2023.09 | 11.9 | — | — | 10.5 | |
| HeteroGraphRequires Finetune=true2023.09 | 11.6 | — | 23.9 | 9.8 | |
| Retentive RCNNRequires Finetune=true2023.09 | 10.5 | 39.2 | 19.5 | 9.3 | |
| DiGeoRequires Finetune=true2023.09 | 10.3 | 39.2 | 18.7 | 9.9 | |
| TFARequires Finetune=true2023.09 | 10 | 33.9 | 19.2 | 9.2 | |
| Meta R-CNNRequires Finetune=false2023.09 | 9.9 | 7.1 | 25.3 | 10.8 | |
| FSRWRequires Finetune=false2023.09 | 9.1 | — | 19 | 7.6 | |
| FsDetViewRequires Finetune=true2023.09 | 7.6 | 6.4 | — | — | |
| Meta R-CNNRequires Finetune=false2023.09 | 6.1 | 5.2 | 19.1 | 6.6 | |
| FSRWRequires Finetune=false2023.09 | 5.6 | — | 12.3 | 4.6 |