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Few-Shot Object Detection on MS COCO Novel Classes

30.2mAPimTED
0.047.8715.723.53May 19, 2022Jul 14, 2022Sep 9, 2022Nov 5, 2022Dec 31, 2022Feb 26, 2023Apr 24, 2023

Evaluation results

MethodLinks
imTEDShots=30, Detector=imTED + ViT-B2022.0530.2
DeFRCN+Meta-ScaledDynamic+AugShot=30-shot2023.0423.4
DeFRCNShots=30, Detector=FasterR-CNN + R1012022.0522.6
imTEDShots=10, Detector=imTED + ViT-B2022.0522.5
Meta-DETRShot=30-shot2023.0422.2
Meta-DETRShots=30, Detector=DETR + R1012022.0522.2
BaselineShots=30, Detector=Faster R-CNN + ViT-B2022.0522.2
DAnAShot=30-shot2023.0421.6
FCTShot=30-shot2023.0421.4
FCTShots=30, Detector=PVTv2-B2-Li2022.0521.4
Meta-DETRShot=10-shot2023.0419
Meta-DETRShots=10, Detector=DETR + R1012022.0519
DeFRCN+Meta-ScaledDynamic+AugShot=10-shot2023.0418.8
DCNETShot=30-shot2023.0418.6
DAnAShot=10-shot2023.0418.6
DeFRCNShots=10, Detector=FasterR-CNN + R1012022.0518.5
TIPShot=30-shot2023.0418.3
FCTShot=10-shot2023.0417.1
FCTShots=10, Detector=PVTv2-B2-Li2022.0517.1
CMEShot=30-shot2023.0416.9
CMEShots=30, Detector=FasterR-CNN + R1012022.0516.9
TIPShot=10-shot2023.0416.3
CMEShot=10-shot2023.0415.1
CMEShots=10, Detector=FasterR-CNN + R1012022.0515.1
BaselineShots=10, Detector=Faster R-CNN + VIT-B2022.0514.8
DCNETShot=10-shot2023.0412.8
FsDet ViewShot=30-shot2023.0412
QA-FewDetShot=30-shot2023.0411.5
QA-FewDetShot=10-shot2023.0410.2
Meta R-CNNShot=30-shot2023.049.9
FSRWShot=30-shot2023.049.1
Meta YOLOShots=30, Detector=YOLOv22022.059.1
FsDet ViewShot=10-shot2023.047.6
Meta R-CNNShot=10-shot2023.046.1
FSRWShot=10-shot2023.045.6
Meta YOLOShots=10, Detector=YOLOv22022.055.6
ONCEShot=10-shot2023.041.2