Object Detection on Foggy Cityscapes synthetic (val)
50.9Person APDSS (Source Only)
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DSS (Source Only)Backbone=ResNet-50, COCO pre-trained=true, framework=Source Only2021.05 | 50.9 | 57.6 | 61.1 | 35.4 | 50.9 | 36.6 | 38.4 | 51.1 | 47.8 | |
| DSS (UDA Framework)Backbone=ResNet-50, COCO pre-trained=true, framework=UDA2021.05 | 50 | 58.6 | 66.5 | 36.1 | 57.1 | 50 | 44.5 | 53 | 52 | |
| DSS (Source Only)Backbone=ResNet-50, COCO pre-trained=false, framework=Source Only2021.05 | 46.2 | 50.5 | 53.2 | 25.9 | 43.4 | 21.2 | 33.1 | 45 | 39.8 | |
| DSS (UDA Framework)Backbone=ResNet-50, COCO pre-trained=false, framework=UDA2021.05 | 42.9 | 51.2 | 53.6 | 33.6 | 49.2 | 18.9 | 36.2 | 41.8 | 40.9 | |
| Source OnlyBackbone=ResNet-50, COCO pre-trained=true2021.05 | 42.3 | 49.9 | 45 | 23.2 | 35.4 | 16.5 | 32.2 | 41.5 | 35.8 | |
| Progressive DABackbone=ResNet-50, COCO pre-trained=false2021.05 | 36 | 45.5 | 54.4 | 24.3 | 44.1 | 25.8 | 29.1 | 35.9 | 36.9 | |
| DivMatchBackbone=ResNet-50, COCO pre-trained=false2021.05 | 35.1 | 42.1 | 49.1 | 30 | 45.2 | 26.9 | 26.8 | 36 | 36.4 | |
| SCDABackbone=ResNet-50, COCO pre-trained=false2021.05 | 33.5 | 38 | 48.5 | 26.5 | 39 | 23.3 | 28 | 33.6 | 33.8 | |
| HTCNBackbone=ResNet-50, COCO pre-trained=false2021.05 | 33.2 | 47.5 | 47.9 | 31.6 | 47.4 | 40.9 | 32.3 | 37.1 | 39.8 | |
| SWDABackbone=ResNet-50, COCO pre-trained=false2021.05 | 32.9 | 43.8 | 49.2 | 27.2 | 45.1 | 36.4 | 30.3 | 34.6 | 37.4 | |
| DA-FasterBackbone=ResNet-50, COCO pre-trained=false2021.05 | 25 | 31 | 40.5 | 22.1 | 35.3 | 20.2 | 20.1 | 27.1 | 27.6 | |
| Source OnlyBackbone=ResNet-50, COCO pre-trained=false2021.05 | 17.8 | 23.6 | 27.1 | 11.9 | 23.8 | 9.1 | 14.4 | 22.8 | 18.8 |