Object Detection on PASCAL VOC Split 1
74Overall AP50DeFRCN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DeFRCN# shots=102021.08 | 74 | 47.2 | 51.3 | 49.9 | 39.8 | |
| DeFRCN# shots=52021.08 | 73.1 | 46.4 | 50.4 | 49.6 | 37.2 | |
| DeFRCN# shots=32021.08 | 71.5 | 45.3 | 49 | 49.3 | 33.7 | |
| TFA# shots=102021.08 | 71.3 | 45.8 | 50.4 | 50.4 | 32 | |
| DeFRCN# shots=22021.08 | 70.2 | 44.3 | 48 | 49.1 | 30.6 | |
| TFA# shots=52021.08 | 70.1 | 44.8 | 49.4 | 50.1 | 28.9 | |
| TFA# shots=32021.08 | 68.5 | 43.7 | 48.3 | 49.8 | 25.4 | |
| TFA# shots=22021.08 | 67.1 | 42.6 | 47 | 49.6 | 21.7 | |
| DeFRCN# shots=12021.08 | 66.7 | 42 | 45.5 | 48.4 | 22.5 | |
| TFA# shots=12021.08 | 64.5 | 40.6 | 44.7 | 49.4 | 14.2 | |
| Proposal RefinementShot=102026.06 | 56.2 | — | — | — | — | |
| FsDet w/cosShot=102026.06 | 56 | — | — | — | — | |
| FsDet w/cosShot=52026.06 | 55.7 | — | — | — | — | |
| Proposal RefinementShot=52026.06 | 55.2 | — | — | — | — | |
| FSRW# shots=52021.08 | 54.6 | 30.4 | 29.6 | 33.7 | 20.6 | |
| FRCN+ft# shots=102021.08 | 53.8 | 33.3 | 35.5 | 36.8 | 22.7 | |
| FSRW# shots=32021.08 | 53.3 | 29.5 | 28.6 | 33.8 | 16.8 | |
| FsDet w/cos (Our Impl.)Shot=102026.06 | 52.9 | — | — | — | — | |
| FRCN+ft# shots=52021.08 | 52.5 | 32.7 | 35 | 37.6 | 17.9 | |
| FSRW# shots=22021.08 | 52.2 | 28.7 | 27.7 | 33.9 | 13.2 | |
| Meta R-CNNShot=102026.06 | 51.5 | — | — | — | — | |
| FRCN+ft# shots=32021.08 | 51.4 | 31.8 | 34.2 | 37.9 | 13.7 | |
| FSRW# shots=12021.08 | 50.8 | 27.6 | 26.5 | 34.1 | 8 | |
| FsDet w/cos (Our Impl.)Shot=52026.06 | 49.9 | — | — | — | — | |
| MetaDetShot=102026.06 | 49.6 | — | — | — | — | |
| FRCN+ft# shots=12021.08 | 49.4 | 30.2 | 32.2 | 38.2 | 6 | |
| FRCN+ft# shots=22021.08 | 49.4 | 30.5 | 32.6 | 37.3 | 9.9 | |
| Proposal RefinementShot=32026.06 | 48.3 | — | — | — | — | |
| FSRWShot=102026.06 | 47.2 | — | — | — | — | |
| Meta R-CNNShot=52026.06 | 45.7 | — | — | — | — | |
| FRCN+ft-fullShot=102026.06 | 45.6 | — | — | — | — | |
| FsDet w/cos (Our Impl.)Shot=32026.06 | 44.9 | — | — | — | — | |
| FsDet w/cosShot=32026.06 | 44.7 | — | — | — | — | |
| Proposal RefinementShot=22026.06 | 41.8 | — | — | — | — | |
| FRCN+ft-fullShot=52026.06 | 41.5 | — | — | — | — | |
| FsDet w/cos (Our Impl.)Shot=22026.06 | 40.6 | — | — | — | — | |
| FsDet w/cosShot=12026.06 | 39.8 | — | — | — | — | |
| FRCN-joint-ftShot=102026.06 | 39.5 | — | — | — | — | |
| YOLO-ft-fullShot=102026.06 | 38.6 | — | — | — | — | |
| FRCN+ftShot=52026.06 | 36.9 | — | — | — | — | |
| FRCN+ftShot=102026.06 | 36.9 | — | — | — | — | |
| MetaDetShot=52026.06 | 36.8 | — | — | — | — | |
| FsDet w/cosShot=22026.06 | 36.1 | — | — | — | — | |
| Meta R-CNNShot=32026.06 | 35 | — | — | — | — | |
| FSRWShot=52026.06 | 33.9 | — | — | — | — | |
| FRCN+ft-fullShot=32026.06 | 32.8 | — | — | — | — | |
| MetaDetShot=32026.06 | 30.2 | — | — | — | — | |
| FRCN+jointShot=102026.06 | 29 | — | — | — | — | |
| FRCN+ftShot=32026.06 | 29 | — | — | — | — | |
| Proposal RefinementShot=12026.06 | 27.9 | — | — | — | — | |
| FSRWShot=32026.06 | 26.7 | — | — | — | — | |
| FsDet w/cos (Our Impl.)Shot=12026.06 | 26.3 | — | — | — | — | |
| Meta R-CNNShot=22026.06 | 25.5 | — | — | — | — | |
| FRCN-joint-ftShot=52026.06 | 25 | — | — | — | — | |
| YOLO-ft-fullShot=52026.06 | 24.8 | — | — | — | — | |
| MetaDetShot=22026.06 | 20.6 | — | — | — | — | |
| Meta R-CNNShot=12026.06 | 19.9 | — | — | — | — | |
| FRCN+ft-fullShot=22026.06 | 19.6 | — | — | — | — | |
| MetaDetShot=12026.06 | 18.9 | — | — | — | — | |
| FRCN+ftShot=22026.06 | 16.4 | — | — | — | — | |
| FSRWShot=22026.06 | 15.5 | — | — | — | — | |
| FSRWShot=12026.06 | 14.8 | — | — | — | — | |
| FRCN+ft-fullShot=12026.06 | 13.8 | — | — | — | — | |
| FRCN-joint-ftShot=32026.06 | 13.7 | — | — | — | — | |
| YOLO-ft-fullShot=32026.06 | 12.5 | — | — | — | — | |
| YOLO-ftShot=102026.06 | 12.3 | — | — | — | — | |
| FRCN+ftShot=12026.06 | 11.9 | — | — | — | — | |
| FRCN+jointShot=52026.06 | 11.8 | — | — | — | — | |
| FRCN-joint-ftShot=22026.06 | 10.9 | — | — | — | — | |
| FRCN-joint-ftShot=12026.06 | 9.1 | — | — | — | — | |
| YOLO-ftShot=52026.06 | 7.5 | — | — | — | — | |
| YOLO-ft-fullShot=12026.06 | 6.6 | — | — | — | — | |
| YOLO-ftShot=32026.06 | 6.4 | — | — | — | — | |
| FRCN+jointShot=32026.06 | 4.3 | — | — | — | — | |
| YOLO-ftShot=12026.06 | 3.2 | — | — | — | — | |
| FRCN+jointShot=22026.06 | 3.1 | — | — | — | — | |
| FRCN+jointShot=12026.06 | 2.7 | — | — | — | — | |
| YOLO-jointShot=52026.06 | 1.8 | — | — | — | — | |
| YOLO-jointShot=102026.06 | 1.8 | — | — | — | — | |
| FRCN-jointShot=102026.06 | 1.7 | — | — | — | — | |
| FRCN-jointShot=32026.06 | 1.2 | — | — | — | — | |
| FRCN-jointShot=52026.06 | 0.9 | — | — | — | — | |
| FRCN-jointShot=12026.06 | 0.3 | — | — | — | — | |
| YOLO-jointShot=12026.06 | 0 | — | — | — | — | |
| YOLO-jointShot=32026.06 | 0 | — | — | — | — | |
| FRCN-jointShot=22026.06 | 0 | — | — | — | — |