Few-Shot Object Detection Leaderboard

MSCOCO-FSOD   PASCAL-VOC-FSOD  

   


The goal of this page is to keep on track with the state-of-the-art (SOTA) for the few-shot object detection.
If your paper is not in the list, please feel free to raise an issue or drop me an e-mail.


MSCOCO FSOD Leaderboard

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Method Venue Year Backbone Detector Paradigm Setting COCO 1/5/10/30-shot AP Code
FS-DETR ICCV 2023 R50 DETR without re-training FSOD 7.0/10.9/11.3/- -
σ-ADP ICCV 2023 R-101 Faster R-CNN meta-learning FSOD -/-/20.3/22.8 -
Norm-VAE CVPR 2023 R-101 Faster-RCNN Fine-tuning FSOD 9.5/15.9/18.7/22.5 -
MetaAug CVPR 2023 R-101 Faster-RCNN Fine-tuning FSOD -/-/24.4/28.0 -
MetaAug CVPR 2023 R-101 Faster-RCNN Fine-tuning FSOD -/-/18.8/23.4 -
NIFF CVPR 2023 R-101 Faster-RCNN Fine-tuning gFSOD -/33.1/34.0/34.5 -
DiGeo CVPR 2023 R-101 Faster-RCNN Fine-tuning gFSOD -/-/32.0/33.1 PyTorch
ICPE AAAI 2023 R-101 Faster-RCNN Fine-tuning FSOD -/-/19.3/23.1 PyTorch
VFA AAAI 2023 R-101 Faster-RCNN Fine-tuning FSOD -/-/16.2/18.9 PyTorch
D&R AAAI 2023 R-101 Faster-RCNN Fine-tuning gFSOD 6.1/13.9/16.4/20.0 PyTorch
DCFS NeurIPS 2022 R-101 Faster-RCNN Fine-tuning FSOD 8.1/16.6/19.5/22.7 PyTorch
DCFS NeurIPS 2022 R-101 Faster-RCNN Fine-tuning gFSOD 6.2/15.7/18.3/21.9 PyTorch
CoCo-RCNN ECCV 2022 R-101 Sparse-RCNN Fine-tuning FSOD 5.2/-/16.4/19.2 PyTorch
FewX ECCV 2022 R-50 Faster R-CNN Fine-tuning FSOD -/15.1/-/- PyTorch
MFDC ECCV 2022 R-101 Faster R-CNN Fine-tuning FSOD 10.8/16.4/19.4/22.7 PyTorch
AcroFOD ECCV 2022 - YOLOv5 Fine-tuning - -/-/-/- PyTorch
TENET ECCV 2022 R-50 - Fine-tuning FSOD -/-/19.1/- PyTorch
MoFSOD ECCV 2022 R-50 Faster RCNN Fine-tuning - -/-/-/- -
MRSN ECCV 2022 R-101 Faster R-CNN Fine-tuning FSOD -/-/15.7/17.5 -
KD-DeFRCN ECCV 2022 R-101 Faster R-CNN Fine-tuning FSOD -/-/18.9/22.6 -
DETReg CVPR 2022 DETReg Deformable DETR Fine-tuning gFSOD -/-/~~25.0~~/~~30.0~~ PyTorch
Label, Verify, Correct CVPR 2022 R-101+DINO ViT-S Faster R-CNN Fine-tuning FSOD -/-/17.8/24.5 PyTorch
Sylph CVPR 2022 R-50 Faster R-CNN meta-learning iFSOD -/-/-/- -
FCT CVPR 2022 PVTv2-B2-Li Faster R-CNN meta-learning FSOD 5.6/14.0/17.1/21.4 PyTorch
KFSOD CVPR 2022 R-50 Faster-RCN meta-learning FSOD -/-/18.5/- -
Meta-Faster-RCNN AAAI 2022 R-101 Faster R-CNN meta-learning FSOD 5.1/10.8/12.7/16.6 PyTorch
QA-FewDet ICCV 2021 R-101 Faster R-CNN meta-learning FSOD 4.9/9.7/11.6/16.5 PyTorch
DeFRCN ICCV 2021 R-101 Faster R-CNN Fine-tuning FSOD 7.7/15.9/18.5/22.6 PyTorch
DeFRCN ICCV 2021 R-101 Faster R-CNN Fine-tuning gFSOD 4.8/13.6/16.8/21.2 PyTorch
FSOD$^{up}$ ICCV 2021 R-101 Faster R-CNN Fine-tuning gFSOD -/-/11.0/15.6 PyTorch
DAnA TMM 2021 R-50 Faster R-CNN meta-learning FSOD -/-/18.6/21.6 PyTorch
FADI NeurIPS 2021 R-101 Faster R-CNN Fine-tuning gFSOD 5.7/10.1/12.2/16.1 PyTorch
SRR-FSD CVPR 2021 R-101 Faster R-CNN Fine-tuning FSOD -/-/11.3/14.7 -
MTFA CVPR 2021 R-50 Faster R-CNN Fine-tuning gFSOD 2.4/6.6/8.5/- PyTorch
IMTFA CVPR 2021 R-50 Faster R-CNN Fine-tuning iFSOD 3.3/6.2/7.1/- PyTorch
CME CVPR 2021 YOLO Meta YOLO meta-learning gFSOD -/-/15.1/16.9 PyTorch
DCNet CVPR 2021 R-101 Faster R-CNN meta-learning FSOD -/-/12.8/18.6
TIP CVPR 2021 R-101 Faster R-CNN meta-learning FSOD -/-/16.3/18.3 -
FSCE CVPR 2021 R-101 Faster R-CNN Fine-tuning FSOD -/-/11.1/15.3 PyTorch
Retentive R-CNN CVPR 2021 R-101 R-CNN Fine-tuning gFSOD -/8.3/10.5/13.8 PyTorch
Halluc CVPR 2021 R-101 Faster R-CNN Fine-tuning FSOD 4.4/-/-/- -
FSOD-ARPN-MRD CVPR 2020 R-50 Faster R-CNN meta-learning MetaTest -/-/-/-/ -
ONCE CVPR 2020 ResNet CentreNet Meta-learning iFSOD -/-/-/-/ -
TFA ICML 2020 R-101 Faster R-CNN Fine-tuning FSOD -/-/10.0/13.7 PyTorch
TFA ICML 2020 R-101 Faster R-CNN Fine-tuning gFSOD 1.9/7.0/9.1/12.1 PyTorch
FSDetView ECCV 2020 R-101 Faster R-CNN meta-learning FSOD -/-/12.5/14.7 PyTorch
MPSR ECCV 2020 R-101 Faster R-CNN Fine-tuning FSOD -/-/9.8/14.1 PyTorch
NP-RepMet NeurIPS 2020 R-101 Faster R-CNN + DCN Fine-tuning FSOD -/-/-/- MXNet
Meta-RCNN ACM-MM 2020 R-101 Faster R-CNN Meta-learning FSOD -/-/8.7/12.4 -

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