Object Detection on PASCAL VOC Novel Set 1 (Few-Shot AP50)
62.1AP50 (shot=1)Norm-VAE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Norm-VAE2023.04 | 62.1 | 64.9 | 67.8 | 69.2 | 67.5 | — | — | |
| Vanilla-VAE2023.04 | 60 | 63.3 | 66.3 | 68.3 | 67.1 | — | — | |
| CFA-DeFRCNensemble evaluation protocol=true2022.04 | 59 | 63.5 | 66.4 | 68.4 | 68.3 | — | — | |
| CFA-DeFRCNensemble evaluation protocol=false2022.04 | 58.2 | 63.3 | 65.8 | 68.9 | 67.1 | — | — | |
| DeFRCNensemble evaluation protocol=false2022.04 | 57 | 58.6 | 64.3 | 67.8 | 67 | — | — | |
| DeFRCN2023.04 | 56.3 | 60.3 | 62 | 67 | 66.1 | — | — | |
| Ours (Pseudo-Labelling)Backbone=ResNet-1012021.12 | 54.5 | 53.2 | 58.8 | 63.2 | 65.7 | — | — | |
| Pseudo-Labelling2023.04 | 54.5 | 53.2 | 58.8 | 63.2 | 65.7 | — | — | |
| DeFRCNBackbone=ResNet-1012021.12 | 53.6 | 57.5 | 61.5 | 64.1 | 60.8 | — | — | |
| Ours (Pseudo-Labelling)Backbone=ResNet-502021.12 | 50.5 | 53.1 | 56.4 | 61.7 | 62.7 | — | — | |
| FADI2023.04 | 50.3 | 54.8 | 54.2 | 59.3 | 63.2 | — | — | |
| FCT2023.04 | 49.9 | 57.1 | 57.9 | 63.2 | 67.1 | — | — | |
| SRR-FSDBackbone=ResNet-1012021.05 | 47.8 | 50.5 | 51.3 | 55.2 | 56.8 | — | — | |
| SRR-FSDBackbone=ResNet-1012021.12 | 47.8 | 50.5 | 51.3 | 55.2 | 56.8 | — | — | |
| SRR-FSD2023.04 | 47.8 | 50.5 | 51.3 | 55.2 | 56.8 | — | — | |
| MRSN2023.04 | 47.6 | 48.6 | 57.8 | 61.9 | 62.6 | — | — | |
| CORPNs w/ cos + HallucBackbone=ResNet-101, Detector=Faster R-CNN, Classifier=cosine, Hallucination=true2021.05 | 47 | 44.9 | 46.5 | 54.7 | 54.7 | — | — | |
| TFA w/ cos + HallucBackbone=ResNet-101, Detector=Faster R-CNN, Classifier=cosine, Hallucination=true2021.05 | 45.1 | 44 | 44.7 | 55 | 55.9 | — | — | |
| Halluc.2023.04 | 45.1 | 44 | 44.7 | 55 | 55.9 | — | — | |
| CoRPNs w/ cosBackbone=ResNet-101, Detector=Faster R-CNN, Classifier=cosine, Hallucination=false2021.05 | 44.4 | 38.5 | 46.4 | 54.1 | 55.7 | — | — | |
| FSCEBackbone=ResNet-1012021.05 | 44.2 | 43.8 | 51.4 | 61.9 | 63.4 | — | — | |
| FSCEBackbone=ResNet-1012021.12 | 44.2 | 43.8 | 51.4 | 61.9 | 63.4 | — | — | |
| FSCE2023.04 | 44.2 | 43.8 | 51.4 | 61.9 | 63.4 | — | — | |
| CoCo RCNN2023.04 | 43.9 | 44.5 | 53.1 | 64.6 | 65.5 | — | — | |
| FSOD-UPBackbone=ResNet-1012021.12 | 43.8 | 47.8 | 50.3 | 55.4 | 61.7 | — | — | |
| MPSRensemble evaluation protocol=false2022.04 | 42.8 | 43.6 | 48.4 | 55.3 | 61.2 | — | — | |
| Retentive R-CNNBackbone=ResNet-1012021.12 | 42.4 | 45.8 | 45.9 | 53.7 | 56.1 | — | — | |
| QA-FewDetBackbone=ResNet-1012021.12 | 42.4 | 51.9 | 55.7 | 62.6 | 63.4 | — | — | |
| Retentive R-CNNensemble evaluation protocol=true2022.04 | 42.4 | 45.8 | 45.9 | 53.7 | 56.1 | — | — | |
| CFA w/ cosensemble evaluation protocol=true2022.04 | 42.4 | 43.9 | 50.3 | 56.6 | 57.3 | — | — | |
| MPSRBackbone=ResNet-1012021.05 | 41.7 | 43.1 | 51.4 | 55.2 | 61.8 | — | — | |
| MPSRFramework=F-RCNN2021.03 | 41.7 | 42.5 | 51.4 | 52.2 | 61.8 | — | — | |
| MPSR2023.04 | 41.7 | — | 51.4 | 55.2 | 61.8 | — | — | |
| CMEBackbone=ResNet-1012021.05 | 41.5 | 47.5 | 50.4 | 58.2 | 60.9 | — | — | |
| CMEFramework=F-RCNN2021.03 | 41.5 | 47.5 | 50.4 | 58.2 | 60.9 | — | — | |
| CMEBackbone=ResNet-1012021.12 | 41.5 | 47.5 | 50.4 | 58.2 | 60.9 | — | — | |
| CME2023.04 | 41.5 | 47.5 | 50.4 | 58.2 | 60.9 | — | — | |
| CFA w/ cosensemble evaluation protocol=false2022.04 | 41.2 | 43.6 | 49.5 | 56.5 | 57.3 | — | — | |
| CGDP+FSCNBackbone=ResNet-502021.12 | 40.7 | 45.1 | 46.5 | 57.4 | 62.4 | — | — | |
| CFA w/ fcensemble evaluation protocol=false2022.04 | 40 | 35.5 | 40.9 | 54.1 | 56.9 | — | — | |
| TFA w/ cosBackbone=ResNet-101, Detector=Faster R-CNN, Classifier=cosine, Hallucination=false2021.05 | 39.8 | 36.1 | 44.7 | 55.7 | 56 | — | — | |
| TFA w/cosFramework=F-RCNN2021.03 | 39.8 | 36.1 | 44.7 | 55.7 | 56 | — | — | |
| TFA w/ cosBackbone=ResNet-1012021.12 | 39.8 | 36.1 | 44.7 | 55.7 | 56 | — | — | |
| TFA w/ cosensemble evaluation protocol=false2022.04 | 39.8 | 36.1 | 44.7 | 55.7 | 56 | — | — | |
| TFA w/ cos2023.04 | 39.8 | 36.1 | 44.7 | 55.7 | 56 | — | — | |
| CFA w/ fcensemble evaluation protocol=true2022.04 | 39 | 34.9 | 41.4 | 54.8 | 57 | — | — | |
| NP-RepMetBackbone=ResNet-1012021.05 | 37.8 | 40.3 | 41.7 | 47.3 | 49.4 | — | — | |
| Ours (Baseline)Backbone=ResNet-502021.12 | 37.7 | 42 | 50.3 | 57 | 58 | — | — | |
| TFA w/ fcensemble evaluation protocol=false2022.04 | 36.8 | 29.1 | 43.6 | 55.7 | 57 | — | — | |
| TFA w/ fc2023.04 | 36.8 | 29.1 | 43.6 | 55.7 | 57 | — | — | |
| Ours (Baseline)Backbone=ResNet-1012021.12 | 36 | 40.1 | 48.6 | 57 | 59.9 | — | — | |
| DCNetBackbone=ResNet-1012021.12 | 33.9 | 37.4 | 43.7 | 51.1 | 59.6 | — | — | |
| TIPBackbone=ResNet-1012021.12 | 27.7 | 36.5 | 43.3 | 50.2 | 59.6 | — | — | |
| FsDetViewensemble evaluation protocol=false2022.04 | 25.4 | 20.4 | 37.4 | 36.1 | 42.3 | — | — | |
| FsDetViewBackbone=ResNet-1012021.05 | 24.2 | 35.3 | 42.2 | 49.1 | 57.4 | — | — | |
| ViewpointFramework=F-RCNN2021.03 | 24.2 | 35.3 | 42.2 | 49.1 | 57.4 | — | — | |
| FsDetView2023.04 | 24.2 | 35.3 | 42.2 | 49.1 | 57.4 | — | — | |
| Meta R-CNNBackbone=ResNet-1012021.05 | 19.9 | 25.5 | 35 | 45.7 | 51.5 | — | — | |
| Meta R-CNNFramework=F-RCNN2021.03 | 19.9 | 25.5 | 35 | 45.7 | 51.5 | — | — | |
| MetaDetFramework=F-RCNN2021.03 | 18.9 | 20.6 | 30.2 | 36.8 | 49.6 | — | — | |
| MetaDetensemble evaluation protocol=false2022.04 | 18.9 | 20.6 | 30.2 | 36.8 | 49.6 | — | — | |
| CMEFramework=YOLO2021.03 | 17.8 | 26.1 | 31.5 | 44.8 | 47.5 | — | — | |
| MetaDetFramework=YOLO2021.03 | 17.1 | 19.1 | 28.9 | 35 | 48.8 | — | — | |
| Meta R-CNNensemble evaluation protocol=false2022.04 | 16.8 | 20.1 | 20.3 | 38.2 | 43.7 | — | — | |
| FRCN+ft-fullBackbone=ResNet-101, Detector=Faster R-CNN2021.05 | 15.2 | 20.3 | 29 | 40.1 | 45.5 | — | — | |
| FRCN-ft-fullensemble evaluation protocol=false2022.04 | 15.2 | 20.3 | 29 | 25.5 | 28.7 | — | — | |
| Meta YOLOFramework=YOLO2021.03 | 14.8 | 15.5 | 26.7 | 33.9 | 47.2 | — | — | |
| FSRWensemble evaluation protocol=false2022.04 | 14.8 | 15.5 | 26.7 | 33.9 | 47.2 | — | — | |
| COAEBackbone=ResNet-1012021.05 | 12.7 | 14.6 | 14.8 | 18.2 | 21.7 | — | — | |
| FSOD-MC2023.04 | 10.1 | 14.2 | 31.2 | 62 | 63 | — | — | |
| LSTDFramework=YOLO2021.03 | 8.2 | 11 | 12.4 | 29.1 | 38.5 | — | — | |
| CrossTransformerShots=12023.09 | — | — | — | — | — | — | 49.9 | |
| CrossTransformerShots=22023.09 | — | — | — | — | — | — | 57.1 | |
| CrossTransformerShots=32023.09 | — | — | — | — | — | — | 57.9 | |
| CrossTransformerShots=52023.09 | — | — | — | — | — | — | 63.2 | |
| CrossTransformerShots=102023.09 | — | — | — | — | — | — | 67.1 | |
| DE-ViTBackbone=ViT-S/14, Shots=12023.09 | — | — | — | — | — | — | 47.5 | |
| DE-ViTBackbone=ViT-S/14, Shots=22023.09 | — | — | — | — | — | — | 64.5 | |
| DE-ViTBackbone=ViT-S/14, Shots=32023.09 | — | — | — | — | — | — | 57 | |
| DE-ViTBackbone=ViT-S/14, Shots=52023.09 | — | — | — | — | — | — | 68.5 | |
| DE-ViTBackbone=ViT-S/14, Shots=102023.09 | — | — | — | — | — | — | 67.3 | |
| DE-ViTBackbone=ViT-B/14, Shots=12023.09 | — | — | — | — | — | — | 56.9 | |
| DE-ViTBackbone=ViT-B/14, Shots=22023.09 | — | — | — | — | — | — | 61.8 | |
| DE-ViTBackbone=ViT-B/14, Shots=32023.09 | — | — | — | — | — | — | 68 | |
| DE-ViTBackbone=ViT-B/14, Shots=52023.09 | — | — | — | — | — | — | 73.9 | |
| DE-ViTBackbone=ViT-B/14, Shots=102023.09 | — | — | — | — | — | — | 72.8 | |
| DE-ViTBackbone=ViT-L/14, Shots=12023.09 | — | — | — | — | — | — | 55.4 | |
| DE-ViTBackbone=ViT-L/14, Shots=22023.09 | — | — | — | — | — | — | 56.1 | |
| DE-ViTBackbone=ViT-L/14, Shots=32023.09 | — | — | — | — | — | — | 68.1 | |
| DE-ViTBackbone=ViT-L/14, Shots=52023.09 | — | — | — | — | — | — | 70.9 | |
| DE-ViTBackbone=ViT-L/14, Shots=102023.09 | — | — | — | — | — | — | 71.9 | |
| DiGeoShots=12023.09 | — | — | — | — | — | — | 37.9 | |
| DiGeoShots=22023.09 | — | — | — | — | — | — | 39.4 | |
| DiGeoShots=32023.09 | — | — | — | — | — | — | 48.5 | |
| DiGeoShots=52023.09 | — | — | — | — | — | — | 58.6 | |
| DiGeoShots=102023.09 | — | — | — | — | — | — | 61.5 | |
| FSCEShot=1, Multiple runs=true2021.03 | — | — | — | — | — | 32.9 | — | |
| FSCEShot=3, Multiple runs=true2021.03 | — | — | — | — | — | 46.8 | — | |
| FSCEShot=5, Multiple runs=true2021.03 | — | — | — | — | — | 52.9 | — | |
| FSCEShot=10, Multiple runs=true2021.03 | — | — | — | — | — | 59.7 | — |