Object Detection on Foggy Cityscapes full (val)
63.7AP (Person)PAGen
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PAGenAlignment=false, Self-training=false, VFM-based=false2025.11 | 63.7 | 65.5 | 74.3 | 46.1 | 63.9 | 49.9 | 50.8 | 64.3 | 59.8 | |
| SEEN-DAAlignment=true, Self-training=true, VFM-based=true2025.11 | 58.5 | 64.5 | 71.7 | 42 | 61.2 | 54.8 | 47.1 | 59.9 | 57.5 | |
| DA-ProAlignment=true, Self-training=true, VFM-based=true2025.11 | 55.4 | 62.9 | 70.9 | 40.3 | 63.4 | 54 | 42.3 | 58 | 55.9 | |
| REACTAlignment=true, Self-training=true, VFM-based=false2025.11 | 51.4 | 57.9 | 67.4 | 37.7 | 58.4 | 52.8 | 44.6 | 54.6 | 53.1 | |
| MICAlignment=true, Self-training=true, VFM-based=false2025.11 | 50.9 | 55.3 | 67 | 33.9 | 52.4 | 33.7 | 40.6 | 47.5 | 47.6 | |
| NSA-UDAAlignment=true, Self-training=true, VFM-based=false2025.11 | 50.3 | 60.1 | 67.7 | 37.4 | 57.4 | 46.9 | 47.3 | 54.3 | 52.7 | |
| DSD-DAAlignment=true, Self-training=true, VFM-based=false2025.11 | 49 | 59.6 | 65.3 | 35.7 | 61 | 46.5 | 43.9 | 57.3 | 52.3 | |
| DTAlignment=false, Self-training=true, VFM-based=true2025.11 | 48.5 | 60 | 65.4 | 47.2 | 66.5 | 52.9 | 46.2 | 56.7 | 55.4 | |
| DICNAlignment=true, Self-training=false, VFM-based=false2025.11 | 47.3 | 57.4 | 64 | 22.7 | 45.6 | 29.6 | 38.6 | 47.4 | 44.1 | |
| CMTAlignment=false, Self-training=true, VFM-based=false2025.11 | 47 | 55.7 | 64.5 | 39.4 | 63.2 | 51.9 | 40.3 | 53.1 | 51.9 | |
| ATAlignment=true, Self-training=true, VFM-based=false2025.11 | 45.5 | 55.1 | 64.2 | 35 | 56.3 | 54.3 | 38.5 | 51.9 | 50.9 | |
| CATAlignment=true, Self-training=true, VFM-based=false2025.11 | 44.6 | 57.1 | 63.7 | 40.8 | 66 | 49.7 | 44.9 | 53 | 52.5 | |
| PTAlignment=false, Self-training=true, VFM-based=false2025.11 | 43.2 | 52.4 | 63.4 | 33.4 | 56.6 | 37.8 | 41.3 | 48.7 | 47.1 | |
| NLTEAlignment=true, Self-training=false, VFM-based=false2025.11 | 43.1 | 50.7 | 58.7 | 33.6 | 56.7 | 42.7 | 33.7 | 43.3 | 45.4 | |
| DA-FasterAlignment=true, Self-training=false, VFM-based=false2025.11 | 29.2 | 40.4 | 43.4 | 19.7 | 38.3 | 28.5 | 23.7 | 32.7 | 32 |