Object Detection on Cityscapes to RTTS (test)
63.5AP (bus)Oracle (Target Only)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Oracle (Target Only)backbone=VGG162021.08 | 63.5 | 48.9 | 61 | 58.4 | 56.6 | 57.7 | |
| SAD (with SWDA)backbone=VGG16, base_method=SWDA [19]2021.08 | 47 | 16.6 | 41.5 | 27.2 | 43.2 | 35.1 | |
| SAD (with DA-Faster)backbone=VGG16, base_method=DA-Faster [18]2021.08 | 45 | 15.9 | 42 | 22.2 | 38.4 | 32.7 | |
| SWDAbackbone=VGG162021.08 | 44.2 | 16.6 | 40.1 | 23.2 | 41.3 | 33.1 | |
| DA-Fasterbackbone=VGG162021.08 | 43.7 | 16 | 42.5 | 18.3 | 32.8 | 30.7 | |
| Source Onlybackbone=VGG162021.08 | 39.8 | 11.7 | 46.6 | 19 | 37 | 30.9 | |
| DCPDNbackbone=VGG162021.08 | 39.5 | 12.9 | 48.7 | 19.7 | 37.5 | 31.6 | |
| Grid-Dehazebackbone=VGG162021.08 | 25.4 | 10.9 | 29.7 | 13 | 21.4 | 20 |