Object Detection on PASCAL VOC Novel Set 2
48.3mAPFSODUP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FSODUPShot=10, Backbone=ResNet-1012021.03 | 48.3 | — | |
| MPSR#Shot=10, Backbone=ResNet-1012021.03 | 47.8 | — | |
| FSOD-VEShot=10, Backbone=ResNet-1012021.03 | 45.7 | — | |
| Meta R-CNNShot=102019.09 | 45.4 | — | |
| Meta R-CNNShot=10, Backbone=ResNet-1012021.03 | 45.4 | — | |
| FSODUPShot=5, Backbone=ResNet-1012021.03 | 42.2 | — | |
| FSODUPShot=3, Backbone=ResNet-1012021.03 | 41.2 | — | |
| Few-shot Object Detection via Feature ReweightingShot=102018.12 | 40.5 | — | |
| MPSR#Shot=5, Backbone=ResNet-1012021.03 | 39.9 | — | |
| TFA# w/fcShot=10, Backbone=ResNet-1012021.03 | 39.7 | — | |
| TFA# w/cosShot=10, Backbone=ResNet-1012021.03 | 39.5 | — | |
| YOLO-Few-shotShot=102019.09 | 39.2 | — | |
| MPSR#Shot=3, Backbone=ResNet-1012021.03 | 39.2 | — | |
| FRCN+ft-fullShot=102019.09 | 39.1 | — | |
| TFA w/cosShot=10, Backbone=ResNet-1012021.03 | 39.1 | — | |
| TFA w/fcShot=10, Backbone=ResNet-1012021.03 | 39 | — | |
| FSOD-VEShot=5, Backbone=ResNet-1012021.03 | 37 | — | |
| RepMetShot=10, Backbone=ResNet-1012021.03 | 35.8 | — | |
| TFA w/fcShot=5, Backbone=ResNet-1012021.03 | 35.5 | — | |
| TFA w/cosShot=5, Backbone=ResNet-1012021.03 | 35.1 | — | |
| Meta R-CNNShot=52019.09 | 34.8 | — | |
| Meta R-CNNShot=5, Backbone=ResNet-1012021.03 | 34.8 | — | |
| TFA# w/fcShot=5, Backbone=ResNet-1012021.03 | 34.6 | — | |
| TFA w/cosShot=3, Backbone=ResNet-1012021.03 | 34.1 | — | |
| TFA# w/cosShot=5, Backbone=ResNet-1012021.03 | 34.1 | — | |
| YOLO-ft-fullShot=102018.12 | 33.9 | — | |
| TFA w/fcShot=3, Backbone=ResNet-1012021.03 | 33.4 | — | |
| FSOD-VEShot=3, Backbone=ResNet-1012021.03 | 31.9 | — | |
| FRCN+ft-fullShot=52019.09 | 31.6 | — | |
| FSODUPShot=1, Backbone=ResNet-1012021.03 | 31.2 | — | |
| LSTD(YOLO)-fullShot=102018.12 | 31 | — | |
| TFA# w/cosShot=3, Backbone=ResNet-1012021.03 | 30.9 | — | |
| TFA# w/fcShot=3, Backbone=ResNet-1012021.03 | 30.5 | — | |
| FSODUPShot=2, Backbone=ResNet-1012021.03 | 30.5 | — | |
| YOLO-Few-shotShot=52019.09 | 30.1 | — | |
| Few-shot Object Detection via Feature ReweightingShot=52018.12 | 30.1 | — | |
| Meta R-CNNShot=32019.09 | 29.6 | — | |
| Meta R-CNNShot=3, Backbone=ResNet-1012021.03 | 29.6 | — | |
| MPSR#Shot=2, Backbone=ResNet-1012021.03 | 29.3 | — | |
| FRCN+ftShot=52019.09 | 29.1 | — | |
| TFA w/fcShot=2, Backbone=ResNet-1012021.03 | 29 | — | |
| FRCN+ftShot=102019.09 | 28.8 | — | |
| RepMetShot=5, Backbone=ResNet-1012021.03 | 28.3 | — | |
| TFA# w/cosShot=2, Backbone=ResNet-1012021.03 | 27.5 | — | |
| TFA w/cosShot=2, Backbone=ResNet-1012021.03 | 26.9 | — | |
| TFA# w/fcShot=2, Backbone=ResNet-1012021.03 | 26.4 | — | |
| FRCN+ft-fullShot=32019.09 | 26.2 | — | |
| FSOD-VEShot=2, Backbone=ResNet-1012021.03 | 24.6 | — | |
| MPSR#Shot=1, Backbone=ResNet-1012021.03 | 24.4 | — | |
| TFA w/cosShot=1, Backbone=ResNet-1012021.03 | 23.5 | — | |
| FRCN+ftShot=32019.09 | 23.4 | — | |
| RepMetShot=3, Backbone=ResNet-1012021.03 | 23.4 | — | |
| YOLO-Few-shotShot=32019.09 | 22.7 | — | |
| Few-shot Object Detection via Feature ReweightingShot=32018.12 | 22.7 | — | |
| RepMetShot=2, Backbone=ResNet-1012021.03 | 22.1 | — | |
| FSOD-VEShot=1, Backbone=ResNet-1012021.03 | 21.6 | — | |
| Meta R-CNNShot=22019.09 | 19.4 | — | |
| Meta R-CNNShot=2, Backbone=ResNet-1012021.03 | 19.4 | — | |
| LSTD(YOLO)Shot=102018.12 | 19.2 | — | |
| TFA# w/cosShot=1, Backbone=ResNet-1012021.03 | 18.3 | — | |
| TFA w/fcShot=1, Backbone=ResNet-1012021.03 | 18.2 | — | |
| RepMetShot=1, Backbone=ResNet-1012021.03 | 17.2 | — | |
| TFA# w/fcShot=1, Backbone=ResNet-1012021.03 | 16.9 | — | |
| YOLO-ft-fullShot=52018.12 | 16.1 | — | |
| YOLO-Few-shotShot=12019.09 | 15.7 | — | |
| LSTD(YOLO)-fullShot=52018.12 | 15.7 | — | |
| Few-shot Object Detection via Feature ReweightingShot=12018.12 | 15.7 | — | |
| YOLO-Few-shotShot=22019.09 | 15.3 | — | |
| FRCN+ft-fullShot=22019.09 | 15.3 | — | |
| Few-shot Object Detection via Feature ReweightingShot=22018.12 | 15.3 | — | |
| FRCN+jointShot=102019.09 | 12.6 | — | |
| YOLO-ft-fullShot=12018.12 | 12.5 | — | |
| YOLO-ft-fullShot=32018.12 | 11.6 | — | |
| LSTD(YOLO)-fullShot=12018.12 | 11.4 | — | |
| Meta R-CNNShot=12019.09 | 10.4 | — | |
| Meta R-CNNShot=1, Backbone=ResNet-1012021.03 | 10.4 | — | |
| FRCN+jointShot=52019.09 | 9.9 | — | |
| LSTD(YOLO)Shot=12018.12 | 9.9 | — | |
| FRCN+ftShot=22019.09 | 8.5 | — | |
| YOLO-ftShot=12018.12 | 8.2 | — | |
| FRCN+jointShot=32019.09 | 8.1 | — | |
| FRCN+ft-fullShot=12019.09 | 7.9 | — | |
| YOLO-ftShot=102018.12 | 7.8 | — | |
| FRCN+ftShot=12019.09 | 5.9 | — | |
| LSTD(YOLO)Shot=52018.12 | 5.7 | — | |
| LSTD(YOLO)Shot=22018.12 | 5.4 | — | |
| LSTD(YOLO)-fullShot=32018.12 | 5 | — | |
| YOLO-ft-fullShot=22018.12 | 4.2 | — | |
| YOLO-ftShot=22018.12 | 3.8 | — | |
| LSTD(YOLO)-fullShot=22018.12 | 3.8 | — | |
| YOLO-ftShot=32018.12 | 3.5 | — | |
| YOLO-ftShot=52018.12 | 3.5 | — | |
| LSTD(YOLO)Shot=32018.12 | 3.3 | — | |
| FRCN+jointShot=22019.09 | 2.6 | — | |
| FRCN+jointShot=12019.09 | 1.9 | — | |
| YOLO-jointShot=52018.12 | 1.8 | — | |
| YOLO-jointShot=22018.12 | 0.1 | — | |
| YOLO-jointShot=12018.12 | 0 | — | |
| YOLO-jointShot=32018.12 | 0 | — | |
| YOLO-jointShot=102018.12 | 0 | — |