Object Detection on Foggy Cityscapes VGG-16 (test)
61.4AP (Bus)MILA
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| MILABackbone=VGG-162023.09 | 61.4 | 51.5 | 64.8 | 39.7 | 45.6 | 52.8 | 54.1 | 34.7 | 50.6 | |
| Adaptive Teacher (AT)Backbone=VGG-162023.09 | 60 | 49 | 63.6 | 38.8 | 45 | 53.9 | 45.1 | 33.9 | 49 | |
| UMTBackbone=VGG-162023.09 | 56.5 | 37.3 | 48.6 | 30.4 | 33 | 46.7 | 46.8 | 34.1 | 41.7 | |
| Oracle (F-RCNN)Backbone=VGG-162023.09 | 50.3 | 40.7 | 61.3 | 32.5 | 43.1 | 49.8 | 35.1 | 28.6 | 42.7 | |
| HTCNBackbone=VGG-162023.09 | 47.4 | 37.1 | 47.9 | 32.3 | 33.2 | 47.5 | 40.9 | 31.6 | 39.8 | |
| iFANBackbone=VGG-162023.09 | 45.5 | 33 | 48.5 | 22.8 | 32.6 | 40 | 31.7 | 27.9 | 35.3 | |
| CRDABackbone=VGG-162023.09 | 45.1 | 34.6 | 49.2 | 30.3 | 32.9 | 43.8 | 36.4 | 27.2 | 37.4 | |
| SCLBackbone=VGG-162023.09 | 41.8 | 36.2 | 44.8 | 33.6 | 31.6 | 44 | 40.7 | 30.4 | 37.9 | |
| MAFBackbone=VGG-162023.09 | 39.9 | 33.9 | 43.9 | 29.2 | 28.2 | 39.5 | 33.3 | 23.8 | 34 | |
| SCDABackbone=VGG-162023.09 | 39 | 33.6 | 48.5 | 28 | 33.5 | 38 | 23.3 | 26.5 | 33.8 | |
| MTORBackbone=VGG-162023.09 | 38.6 | 35.6 | 44 | 28.3 | 30.6 | 41.4 | 40.6 | 21.9 | 35.1 | |
| DMBackbone=VGG-162023.09 | 38.4 | 32.2 | 44.3 | 28.4 | 30.8 | 40.5 | 34.5 | 27.2 | 34.6 | |
| SWDABackbone=VGG-162023.09 | 36.2 | 35.3 | 43.5 | 30 | 29.9 | 42.3 | 32.6 | 24.5 | 34.3 | |
| DA-FasterBackbone=VGG-162023.09 | 35.3 | 27.1 | 40.5 | 20 | 25 | 31 | 20.2 | 22.1 | 27.6 | |
| Source (F-RCNN)Backbone=VGG-162023.09 | 20.1 | 31.9 | 39.6 | 16.9 | 29 | 37.2 | 5.2 | 8.1 | 23.5 |