Object Detection on Radiate good and bad weather (train)
58.87mAP@0.3Ours-ResNet18
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ours-ResNet18Backbone=ResNet18, Temporal relational layer (TRL)=with2022.04 | 58.87 | 46.42 | 15.59 | |
| Ours-ResNet34Backbone=ResNet34, Temporal relational layer (TRL)=w/o2022.04 | 57.21 | 45.93 | 15.51 | |
| BBAVectorsBackbone=ResNet182022.04 | 56.84 | 45.43 | 15.07 | |
| Ours-ResNet34Backbone=ResNet34, Temporal relational layer (TRL)=with2022.04 | 56.18 | 43.98 | 14.35 | |
| BBAVectorsBackbone=ResNet342022.04 | 55.87 | 44.61 | 14.67 | |
| CenterPoint-OBBBackbone=ResNet18, OBB adaptation=true2022.04 | 55.83 | 44.48 | 14.43 | |
| Ours-ResNet18Backbone=ResNet18, Temporal relational layer (TRL)=w/o2022.04 | 55.64 | 44.48 | 15.1 | |
| Ours-EfficientNetB4Backbone=EfficientNetB4, Temporal relational layer (TRL)=with2022.04 | 55.28 | 43.05 | 13.48 | |
| CenterPoint-OBBBackbone=EfficientNetB4, OBB adaptation=true2022.04 | 54.97 | 42.37 | 13.15 | |
| Ours-EfficientNetB4Backbone=EfficientNetB4, Temporal relational layer (TRL)=w/o2022.04 | 54.97 | 42.37 | 13.15 | |
| CenterPoint-OBBBackbone=ResNet34, OBB adaptation=true2022.04 | 53.92 | 42.81 | 13.43 | |
| RetinaNet-OBBBackbone=ResNet18, OBB adaptation=true2022.04 | 49.44 | 31.57 | 6.97 | |
| RetinaNet-OBBBackbone=ResNet34, OBB adaptation=true2022.04 | 48.09 | 31.1 | 6.93 | |
| RetinaNet-OBB-T.Backbone=ResNet34, Temporal input (T.)=true, OBB adaptation=true2022.04 | 42.95 | 24.5 | 3.98 |