Object Detection on COCO+ (val)
53.9mAR (all)RetinaNet
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RetinaNetBackbone=ResNeXt101, self-adaptation=true2020.11 | 53.9 | 28.3 | 43.2 | 58.9 | 21.7 | |
| RetinaNetBackbone=ResNet101, self-adaptation=true2020.11 | 52.8 | 27 | 41.8 | 58.2 | 19.6 | |
| FCOSBackbone=ResNeXt101, self-adaptation=true2020.11 | 52.6 | 27.5 | 42.6 | 57.8 | 20.7 | |
| RepPointsBackbone=ResNeXt101, self-adaptation=true2020.11 | 52.1 | 30 | 42.5 | 56.8 | 21.5 | |
| FCOSBackbone=ResNeXt101, self-adaptation=false2020.11 | 51.9 | 26.5 | 41.4 | 57.8 | 20.2 | |
| RepPointsBackbone=ResNeXt101, self-adaptation=false2020.11 | 51.5 | 27.6 | 41.4 | 55.8 | 21.1 | |
| RetinaNetBackbone=ResNeXt101, self-adaptation=false2020.11 | 51.1 | 26.7 | 40.5 | 56.2 | 20.3 | |
| FCOSBackbone=ResNet101, self-adaptation=true2020.11 | 50.9 | 26.6 | 40.6 | 56.5 | 19.7 | |
| RetinaNetBackbone=ResNet101, self-adaptation=false2020.11 | 50.5 | 23.6 | 39.7 | 55.9 | 18.7 | |
| RetinaNetBackbone=ResNet50, self-adaptation=true2020.11 | 50.1 | 24.4 | 39.4 | 55.1 | 19.8 | |
| FCOSBackbone=ResNet101, self-adaptation=false2020.11 | 50.1 | 24.9 | 39.7 | 55.7 | 18.9 | |
| RepPointsBackbone=ResNet50, self-adaptation=true2020.11 | 50.1 | 28.4 | 40.4 | 54.4 | 19.9 | |
| RepPointsBackbone=ResNet101, self-adaptation=true2020.11 | 50.1 | 28.7 | 40.7 | 55 | 20.3 | |
| RepPointsBackbone=ResNet101, self-adaptation=false2020.11 | 49.8 | 27.1 | 39.5 | 54.9 | 19.8 | |
| FCOSBackbone=ResNet50, self-adaptation=true2020.11 | 49.2 | 24.5 | 38.6 | 54.7 | 19.6 | |
| FCOSBackbone=ResNet50, self-adaptation=false2020.11 | 48.6 | 22.2 | 38.6 | 54.5 | 18.3 | |
| RetinaNetBackbone=ResNet50, self-adaptation=false2020.11 | 48.4 | 23.4 | 37.8 | 53.9 | 18.1 | |
| RepPointsBackbone=ResNet50, self-adaptation=false2020.11 | 47 | 26.2 | 38.1 | 51 | 18.4 |