Object Detection on PASCAL VOC Set 3 (novel)
58.2AP50 (shot=1)Norm-VAE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Norm-VAE2023.04 | 58.2 | 60.3 | 61 | 64 | 65.5 | — | |
| Vanilla-VAE2023.04 | 56 | 58.8 | 57.1 | 62.6 | 63.6 | — | |
| CFA-DeFRCNensemble evaluation protocol=true2022.04 | 54.8 | 58.5 | 56.5 | 61.3 | 63.5 | — | |
| CFA-DeFRCNensemble evaluation protocol=false2022.04 | 54.7 | 57.8 | 56.9 | 60 | 63.3 | — | |
| DeFRCN2023.04 | 54.5 | 55.6 | 56.6 | 60.8 | 62.7 | — | |
| DeFRCNensemble evaluation protocol=false2022.04 | 52.5 | 56.6 | 55.8 | 60.7 | 62.5 | — | |
| DeFRCNBackbone=ResNet-1012021.12 | 48.4 | 50.9 | 52.3 | 54.9 | 57.4 | — | |
| Ours (Pseudo-Labelling)Backbone=ResNet-1012021.12 | 48.4 | 52.7 | 55 | 59.6 | 59.6 | — | |
| Pseudo-Labelling2023.04 | 48.4 | 52.7 | 55 | 59.6 | 59.6 | — | |
| MPSR2023.04 | 47.8 | — | 42.3 | 48 | 49.7 | — | |
| FADI2023.04 | 45.7 | 49.7 | 49.1 | 48.3 | 51.5 | — | |
| Ours (Pseudo-Labelling)Backbone=ResNet-502021.12 | 42.4 | 44.3 | 49.1 | 55.2 | 57.6 | — | |
| CORPNs w/ cos + HallucBackbone=ResNet-101, Detector=Faster R-CNN, Classifier=cosine, Hallucination=true2021.05 | 40.4 | 42.1 | 43.3 | 51.4 | 49.6 | — | |
| SRR-FSDBackbone=ResNet-1012021.05 | 40.1 | 41.5 | 44.3 | 46.9 | 46.4 | — | |
| SRR-FSDBackbone=ResNet-1012021.12 | 40.1 | 41.5 | 44.3 | 46.9 | 46.4 | — | |
| SRR-FSD2023.04 | 40.1 | 41.5 | 44.3 | 46.9 | 46.4 | — | |
| FCT2023.04 | 39.5 | 54.7 | 52.3 | 57 | 58.7 | — | |
| CoCo RCNN2023.04 | 39.1 | 43.9 | 47.2 | 54.7 | 60.3 | — | |
| FSCEBackbone=ResNet-1012021.05 | 37.2 | 41.9 | 47.5 | 54.6 | 58.5 | — | |
| FSCEBackbone=ResNet-1012021.12 | 37.2 | 41.9 | 47.5 | 54.6 | 58.5 | — | |
| FSCE2023.04 | 37.2 | 41.9 | 47.5 | 54.6 | 58.5 | — | |
| FSOD-MC2023.04 | 36.1 | 43.1 | 43.5 | 52 | 56 | — | |
| MPSRensemble evaluation protocol=false2022.04 | 35.9 | 40 | 43.7 | 48.9 | 51.3 | — | |
| CoRPNs w/ cosBackbone=ResNet-101, Detector=Faster R-CNN, Classifier=cosine, Hallucination=false2021.05 | 35.8 | 41.8 | 44.6 | 51.6 | 49.6 | — | |
| MPSRBackbone=ResNet-1012021.05 | 35.6 | 40.6 | 42.3 | 48 | 49.7 | — | |
| MPSRFramework=F-RCNN2021.03 | 35.6 | 41.8 | 42.3 | 48 | 49.7 | — | |
| FSOD-UPBackbone=ResNet-1012021.12 | 35.5 | 39.7 | 43.9 | 50.6 | 53.5 | — | |
| MRSN2023.04 | 35.5 | 30.9 | 45.6 | 54.4 | 57.4 | — | |
| QA-FewDetBackbone=ResNet-1012021.12 | 35.2 | 42.9 | 47.8 | 54.8 | 53.5 | — | |
| CMEBackbone=ResNet-1012021.05 | 34.3 | 39.6 | 45.1 | 48.3 | 51.5 | — | |
| CMEFramework=F-RCNN2021.03 | 34.3 | 39.6 | 45.1 | 48.3 | 51.5 | — | |
| CMEBackbone=ResNet-1012021.12 | 34.3 | 39.6 | 45.1 | 48.3 | 51.5 | — | |
| Ours (Baseline)Backbone=ResNet-1012021.12 | 34.3 | 43.4 | 42.9 | 52 | 54.5 | — | |
| CME2023.04 | 34.3 | 39.6 | 45.1 | 48.3 | 51.5 | — | |
| Ours (Baseline)Backbone=ResNet-502021.12 | 33.9 | 36 | 38.6 | 49.8 | 51.6 | — | |
| NP-RepMetBackbone=ResNet-1012021.05 | 33.3 | 38 | 39.8 | 41.5 | 44.8 | — | |
| FsDetViewensemble evaluation protocol=false2022.04 | 32.4 | 19 | 29.8 | 33.2 | 39.8 | — | |
| DCNetBackbone=ResNet-1012021.12 | 32.3 | 34.9 | 39.7 | 42.6 | 50.7 | — | |
| CFA w/ cosensemble evaluation protocol=true2022.04 | 32.3 | 38 | 44.5 | 49.8 | 52.7 | — | |
| CFA w/ cosensemble evaluation protocol=false2022.04 | 31.7 | 39.1 | 44.6 | 49.9 | 52.6 | — | |
| CGDP+FSCNBackbone=ResNet-502021.12 | 31.2 | 36.4 | 43.7 | 50.1 | 55.6 | — | |
| TFA w/ cosBackbone=ResNet-101, Detector=Faster R-CNN, Classifier=cosine, Hallucination=false2021.05 | 30.8 | 34.8 | 42.8 | 49.5 | 49.8 | — | |
| TFA w/cosFramework=F-RCNN2021.03 | 30.8 | 34.8 | 42.8 | 49.5 | 49.8 | — | |
| TFA w/ cosBackbone=ResNet-1012021.12 | 30.8 | 34.8 | 42.8 | 49.5 | 49.8 | — | |
| TFA w/ cosensemble evaluation protocol=false2022.04 | 30.8 | 34.8 | 42.8 | 49.5 | 49.8 | — | |
| TFA w/ cos2023.04 | 30.8 | 34.8 | 42.8 | 49.5 | 49.8 | — | |
| TFA w/ cos + HallucBackbone=ResNet-101, Detector=Faster R-CNN, Classifier=cosine, Hallucination=true2021.05 | 30.5 | 35.1 | 41.4 | 49 | 49.3 | — | |
| Halluc.2023.04 | 30.5 | 35.1 | 41.4 | 49 | 49.3 | — | |
| Retentive R-CNNBackbone=ResNet-1012021.12 | 30.2 | 37.6 | 43 | 49.7 | 50.1 | — | |
| Retentive R-CNNensemble evaluation protocol=true2022.04 | 30.2 | 37.6 | 43 | 49.7 | 50.1 | — | |
| CFA w/ fcensemble evaluation protocol=true2022.04 | 29.9 | 34.3 | 40.1 | 47 | 52.6 | — | |
| CFA w/ fcensemble evaluation protocol=false2022.04 | 29.7 | 35.1 | 39.5 | 47.2 | 51.3 | — | |
| TFA w/ fcensemble evaluation protocol=false2022.04 | 27.7 | 33.6 | 42.5 | 48.7 | 50.2 | — | |
| TFA w/ fc2023.04 | 27.7 | 33.6 | 42.5 | 48.7 | 50.2 | — | |
| TIPBackbone=ResNet-1012021.12 | 21.7 | 30.6 | 38.1 | 44.5 | 50.9 | — | |
| Meta YOLOFramework=YOLO2021.03 | 21.3 | 25.6 | 28.4 | 42.8 | 45.9 | — | |
| FsDetViewBackbone=ResNet-1012021.05 | 21.2 | 30 | 37.2 | 43.8 | 49.6 | — | |
| ViewpointFramework=F-RCNN2021.03 | 21.2 | 30 | 37.2 | 43.8 | 49.6 | — | |
| FsDetView2023.04 | 21.2 | 30 | 37.2 | 43.8 | 49.6 | — | |
| MetaDetFramework=F-RCNN2021.03 | 20.6 | 23.9 | 29.4 | 43.9 | 44.1 | — | |
| MetaDetensemble evaluation protocol=false2022.04 | 20.6 | 23.9 | 29.4 | 43.9 | 44.1 | — | |
| MetaDetFramework=YOLO2021.03 | 20.1 | 22.3 | 27.9 | 41.9 | 42.9 | — | |
| FRCN+ft-fullBackbone=ResNet-1012021.05 | 19.6 | 20.8 | 28.7 | 42.2 | 42.1 | — | |
| FRCN-ft-fullensemble evaluation protocol=false2022.04 | 19.6 | 20.8 | 28.7 | 42.2 | 42.1 | — | |
| FSRWensemble evaluation protocol=false2022.04 | 19.2 | 21.7 | 25.7 | 40.6 | 41.3 | — | |
| CMEFramework=YOLO2021.03 | 15.7 | 27.4 | 30.7 | 44.9 | 48.8 | — | |
| Meta R-CNNBackbone=ResNet-1012021.05 | 14.3 | 18.2 | 27.5 | 41.2 | 48.1 | — | |
| Meta R-CNNFramework=F-RCNN2021.03 | 14.3 | 18.2 | 27.5 | 41.2 | 48.1 | — | |
| LSTDFramework=YOLO2021.03 | 12.6 | 8.5 | 15 | 27.3 | 36.3 | — | |
| Meta R-CNNensemble evaluation protocol=false2022.04 | 9.2 | 13.9 | 26.2 | 29.2 | 36.2 | — | |
| COAEBackbone=ResNet-1012021.05 | 6.3 | 7.6 | 9.5 | 15 | 19 | — |