Object Detection on PASCAL VOC Novel Set 3 2007+2012
63.7mAP50DeFRCN+Meta-ScaledDynamic+Aug
Evaluation results
| Method | Links | |
|---|---|---|
| DeFRCN+Meta-ScaledDynamic+AugShot=102023.04 | 63.7 | |
| DeFRCN+Meta-ScaledDynamic+AugShot=52023.04 | 62.6 | |
| Meta-DETRShot=10, Method Category=Meta-Learning2023.04 | 60.6 | |
| Meta-DETRShot=5, Method Category=Meta-Learning2023.04 | 58.9 | |
| FCTShot=10, Method Category=Meta-Learning2023.04 | 58.7 | |
| DeFRCN+Meta-ScaledDynamic+AugShot=32023.04 | 57.3 | |
| FCTShot=5, Method Category=Meta-Learning2023.04 | 57 | |
| DeFRCN+Meta-ScaledDynamic+AugShot=22023.04 | 56.6 | |
| DeFRCN+Meta-ScaledDynamic+AugShot=12023.04 | 55.1 | |
| FCTShot=2, Method Category=Meta-Learning2023.04 | 54.7 | |
| KFSODShot=10, Method Category=Meta-Learning2023.04 | 53.9 | |
| KFSODShot=5, Method Category=Meta-Learning2023.04 | 52.7 | |
| Meta-DETRShot=3, Method Category=Meta-Learning2023.04 | 52.7 | |
| FCTShot=3, Method Category=Meta-Learning2023.04 | 52.3 | |
| CMEShot=10, Method Category=Meta-Learning2023.04 | 51.5 | |
| TIPShot=10, Method Category=Meta-Learning2023.04 | 50.9 | |
| DCNetShot=10, Method Category=Meta-Learning2023.04 | 50.7 | |
| TFA w/ fcBackbone=FRCN w/R-101, # shots=102020.03 | 50.2 | |
| TFA w/ cosBackbone=FRCN w/R-101, # shots=102020.03 | 49.8 | |
| TFA w/ cosBackbone=FRCN w/R-101, # shots=52020.03 | 49.5 | |
| TFA w/ fcBackbone=FRCN w/R-101, # shots=52020.03 | 48.7 | |
| CMEShot=5, Method Category=Meta-Learning2023.04 | 48.3 | |
| M. R-CNNShot=10, Method Category=Meta-Learning2023.04 | 48.1 | |
| Meta R-CNNBackbone=FRCN w/R-101, # shots=102020.03 | 48.1 | |
| Meta-DETRShot=2, Method Category=Meta-Learning2023.04 | 45.9 | |
| FSRWBackbone=YOLOv2, # shots=102020.03 | 45.9 | |
| CMEShot=3, Method Category=Meta-Learning2023.04 | 45.1 | |
| FRCN+ft-fullBackbone=FRCN w/R-101, Source=Yan et al., 2019, # shots=102020.03 | 45.1 | |
| TIPShot=5, Method Category=Meta-Learning2023.04 | 44.5 | |
| MetaDetShot=10, Method Category=Meta-Learning2023.04 | 44.1 | |
| KFSODShot=3, Method Category=Meta-Learning2023.04 | 44.1 | |
| MetaDetBackbone=FRCN w/VGG16, # shots=102020.03 | 44.1 | |
| MetaDetShot=5, Method Category=Meta-Learning2023.04 | 43.9 | |
| MetaDetBackbone=FRCN w/VGG16, # shots=52020.03 | 43.9 | |
| FRCN+ftBackbone=FRCN w/R-101, # shots=102020.03 | 43.4 | |
| MetaDetBackbone=YOLOv2, # shots=102020.03 | 42.9 | |
| FSRWBackbone=YOLOv2, # shots=52020.03 | 42.8 | |
| TFA w/ cosBackbone=FRCN w/R-101, # shots=32020.03 | 42.8 | |
| DCNetShot=5, Method Category=Meta-Learning2023.04 | 42.6 | |
| TFA w/ fcBackbone=FRCN w/R-101, # shots=32020.03 | 42.5 | |
| FRCN+ft-fullBackbone=FRCN w/R-101, Source=Our Impl., # shots=52020.03 | 42.2 | |
| FRCN+ft-fullBackbone=FRCN w/R-101, Source=Our Impl., # shots=102020.03 | 42.1 | |
| MetaDetBackbone=YOLOv2, # shots=52020.03 | 41.9 | |
| Meta-DETRShot=1, Method Category=Meta-Learning2023.04 | 41.6 | |
| QA-FewDetShot=10, Method Category=Meta-Learning2023.04 | 41.5 | |
| FSRWShot=10, Method Category=Meta-Learning2023.04 | 41.3 | |
| M. R-CNNShot=5, Method Category=Meta-Learning2023.04 | 41.2 | |
| Meta R-CNNBackbone=FRCN w/R-101, # shots=52020.03 | 41.2 | |
| FSRWShot=5, Method Category=Meta-Learning2023.04 | 40.6 | |
| FsDetShot=10, Method Category=Meta-Learning2023.04 | 39.8 | |
| QA-FewDetShot=5, Method Category=Meta-Learning2023.04 | 39.8 | |
| DCNetShot=3, Method Category=Meta-Learning2023.04 | 39.7 | |
| CMEShot=2, Method Category=Meta-Learning2023.04 | 39.6 | |
| FCTShot=1, Method Category=Meta-Learning2023.04 | 39.5 | |
| YOLO-ft-fullBackbone=YOLOv2, # shots=102020.03 | 38.4 | |
| TIPShot=3, Method Category=Meta-Learning2023.04 | 38.1 | |
| QA-FewDetShot=3, Method Category=Meta-Learning2023.04 | 37.6 | |
| M. R-CNN*Shot=10, Method Category=Meta-Learning2023.04 | 36.2 | |
| FRCN+joint-ftBackbone=FRCN w/VGG16, # shots=102020.03 | 35.9 | |
| FRCN+ft-fullBackbone=FRCN w/R-101, Source=Yan et al., 2019, # shots=52020.03 | 35 | |
| DCNetShot=2, Method Category=Meta-Learning2023.04 | 34.9 | |
| KFSODShot=1, Method Category=Meta-Learning2023.04 | 34.8 | |
| TFA w/ cosBackbone=FRCN w/R-101, # shots=22020.03 | 34.8 | |
| CMEShot=1, Method Category=Meta-Learning2023.04 | 34.3 | |
| TFA w/ fcBackbone=FRCN w/R-101, # shots=22020.03 | 33.6 | |
| FsDetShot=5, Method Category=Meta-Learning2023.04 | 33.2 | |
| QA-FewDetShot=1, Method Category=Meta-Learning2023.04 | 33.2 | |
| FRCN+joint-ftBackbone=FRCN w/VGG16, # shots=52020.03 | 33.1 | |
| FsDetShot=1, Method Category=Meta-Learning2023.04 | 32.4 | |
| DCNetShot=1, Method Category=Meta-Learning2023.04 | 32.3 | |
| YOLO-ft-fullBackbone=YOLOv2, # shots=52020.03 | 32.2 | |
| FRCN+ftBackbone=FRCN w/R-101, # shots=52020.03 | 30.8 | |
| TFA w/ cosBackbone=FRCN w/R-101, # shots=12020.03 | 30.8 | |
| TIPShot=2, Method Category=Meta-Learning2023.04 | 30.6 | |
| FsDetShot=3, Method Category=Meta-Learning2023.04 | 29.8 | |
| MetaDetShot=3, Method Category=Meta-Learning2023.04 | 29.4 | |
| QA-FewDetShot=2, Method Category=Meta-Learning2023.04 | 29.4 | |
| MetaDetBackbone=FRCN w/VGG16, # shots=32020.03 | 29.4 | |
| M. R-CNN*Shot=5, Method Category=Meta-Learning2023.04 | 29.2 | |
| FRCN+ft-fullBackbone=FRCN w/R-101, Source=Our Impl., # shots=32020.03 | 28.7 | |
| FSRWBackbone=YOLOv2, # shots=32020.03 | 28.4 | |
| MetaDetBackbone=YOLOv2, # shots=32020.03 | 27.9 | |
| TFA w/ fcBackbone=FRCN w/R-101, # shots=12020.03 | 27.7 | |
| M. R-CNNShot=3, Method Category=Meta-Learning2023.04 | 27.5 | |
| Meta R-CNNBackbone=FRCN w/R-101, # shots=32020.03 | 27.5 | |
| M. R-CNN*Shot=3, Method Category=Meta-Learning2023.04 | 26.2 | |
| FSRWShot=3, Method Category=Meta-Learning2023.04 | 25.7 | |
| FSRWBackbone=YOLOv2, # shots=22020.03 | 25.6 | |
| MetaDetShot=2, Method Category=Meta-Learning2023.04 | 23.9 | |
| MetaDetBackbone=FRCN w/VGG16, # shots=22020.03 | 23.9 | |
| MetaDetBackbone=YOLOv2, # shots=22020.03 | 22.3 | |
| FSRWShot=2, Method Category=Meta-Learning2023.04 | 21.7 | |
| TIPShot=1, Method Category=Meta-Learning2023.04 | 21.7 | |
| FSRWBackbone=YOLOv2, # shots=12020.03 | 21.3 | |
| FRCN+ft-fullBackbone=FRCN w/R-101, Source=Our Impl., # shots=22020.03 | 20.8 | |
| MetaDetShot=1, Method Category=Meta-Learning2023.04 | 20.6 | |
| MetaDetBackbone=FRCN w/VGG16, # shots=12020.03 | 20.6 | |
| MetaDetBackbone=YOLOv2, # shots=12020.03 | 20.1 | |
| FRCN+ft-fullBackbone=FRCN w/R-101, Source=Our Impl., # shots=12020.03 | 19.6 | |
| FSRWShot=1, Method Category=Meta-Learning2023.04 | 19.2 |