Few-Shot Object Detection on MS COCO Novel Classes
30.2mAPimTED
Evaluation Results
| Method | Links | |
|---|---|---|
| imTEDShots=30, Detector=imTED + ViT-B2022.05 | 30.2 | |
| DeFRCN+Meta-ScaledDynamic+AugShot=30-shot2023.04 | 23.4 | |
| DeFRCNShots=30, Detector=FasterR-CNN + R1012022.05 | 22.6 | |
| imTEDShots=10, Detector=imTED + ViT-B2022.05 | 22.5 | |
| Meta-DETRShot=30-shot2023.04 | 22.2 | |
| Meta-DETRShots=30, Detector=DETR + R1012022.05 | 22.2 | |
| BaselineShots=30, Detector=Faster R-CNN + ViT-B2022.05 | 22.2 | |
| DAnAShot=30-shot2023.04 | 21.6 | |
| FCTShot=30-shot2023.04 | 21.4 | |
| FCTShots=30, Detector=PVTv2-B2-Li2022.05 | 21.4 | |
| Meta-DETRShot=10-shot2023.04 | 19 | |
| Meta-DETRShots=10, Detector=DETR + R1012022.05 | 19 | |
| DeFRCN+Meta-ScaledDynamic+AugShot=10-shot2023.04 | 18.8 | |
| DCNETShot=30-shot2023.04 | 18.6 | |
| DAnAShot=10-shot2023.04 | 18.6 | |
| DeFRCNShots=10, Detector=FasterR-CNN + R1012022.05 | 18.5 | |
| TIPShot=30-shot2023.04 | 18.3 | |
| FCTShot=10-shot2023.04 | 17.1 | |
| FCTShots=10, Detector=PVTv2-B2-Li2022.05 | 17.1 | |
| CMEShot=30-shot2023.04 | 16.9 | |
| CMEShots=30, Detector=FasterR-CNN + R1012022.05 | 16.9 | |
| TIPShot=10-shot2023.04 | 16.3 | |
| CMEShot=10-shot2023.04 | 15.1 | |
| CMEShots=10, Detector=FasterR-CNN + R1012022.05 | 15.1 | |
| BaselineShots=10, Detector=Faster R-CNN + VIT-B2022.05 | 14.8 | |
| DCNETShot=10-shot2023.04 | 12.8 | |
| FsDet ViewShot=30-shot2023.04 | 12 | |
| QA-FewDetShot=30-shot2023.04 | 11.5 | |
| QA-FewDetShot=10-shot2023.04 | 10.2 | |
| Meta R-CNNShot=30-shot2023.04 | 9.9 | |
| FSRWShot=30-shot2023.04 | 9.1 | |
| Meta YOLOShots=30, Detector=YOLOv22022.05 | 9.1 | |
| FsDet ViewShot=10-shot2023.04 | 7.6 | |
| Meta R-CNNShot=10-shot2023.04 | 6.1 | |
| FSRWShot=10-shot2023.04 | 5.6 | |
| Meta YOLOShots=10, Detector=YOLOv22022.05 | 5.6 | |
| ONCEShot=10-shot2023.04 | 1.2 |