Object Detection on Foggy Cityscapes F (test)
39.5AP (bike)DivAlign+SNF
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DivAlign+SNFTraining Source=C&B, Augmentation-free=false2026.01 | 39.5 | 43.5 | 51.5 | 33.8 | 33.9 | 48.6 | 27.4 | 35.2 | 39.2 | |
| DivAlignTraining data=Multiple Sources (C&B), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 39.2 | 42.4 | 52 | 32 | 33.1 | 48.3 | 27.6 | 34.4 | 38.6 | |
| DivAlignTraining Source=C&B, Augmentation-free=false2026.01 | 39.2 | 42.4 | 52 | 32 | 33.1 | 48.3 | 27.6 | 34.4 | 38.6 | |
| OA-DG+SNFTraining Source=C&B, Augmentation-free=false2026.01 | 38.9 | 41.6 | 54.2 | 33.7 | 35.2 | 47.8 | 22.4 | 33.8 | 38.5 | |
| OA-DGTraining data=Multiple Sources (C&B), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 38.8 | 40.4 | 53.8 | 33.8 | 34.9 | 47.1 | 21.3 | 31.4 | 37.7 | |
| GB-DAL+Div+SNFTraining data=Multiple Sources (C&B), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 38.8 | 44.8 | 53.3 | 34.8 | 34.5 | 48.6 | 25.4 | 36.2 | 39.6 | |
| OA-DGTraining Source=C&B, Augmentation-free=false2026.01 | 38.8 | 40.4 | 53.8 | 33.8 | 34.9 | 47.1 | 21.3 | 31.4 | 37.7 | |
| GB-DAL+Div+SNFTraining Source=C&B, Augmentation-free=false2026.01 | 38.8 | 44.8 | 53.3 | 34.8 | 34.5 | 48.6 | 25.4 | 36.2 | 39.6 | |
| GPATraining data=Source (C) & Target (F) (without labels), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 38.7 | 45.7 | 54.1 | 32.4 | 32.9 | 46.7 | 41.1 | 24.7 | 39.5 | |
| GB-DAL+SNFTraining data=Multiple Sources (C&B), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 38.5 | 44.6 | 51.8 | 34.6 | 34.2 | 47.9 | 24.7 | 36.5 | 39.1 | |
| GB-DAL+SNFTraining Source=C&B, Augmentation-free=false2026.01 | 38.5 | 44.6 | 51.8 | 34.6 | 34.2 | 47.9 | 24.7 | 36.5 | 39.1 | |
| NP+SNFTraining Source=C&B, Augmentation-free=false2026.01 | 38.4 | 47.3 | 50.8 | 32.1 | 34.6 | 47.7 | 31.1 | 27.6 | 38.7 | |
| NPTraining data=Multiple Sources (C&B), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 38.2 | 42.9 | 50.2 | 29.9 | 33.2 | 47.5 | 16.7 | 25.5 | 35.5 | |
| NPTraining Source=C&B, Augmentation-free=false2026.01 | 38.2 | 42.9 | 50.2 | 29.9 | 33.2 | 47.5 | 16.7 | 25.5 | 35.5 | |
| FSDR+SNFTraining Source=C&B, Augmentation-free=false2026.01 | 37.9 | 41.1 | 47.3 | 29.7 | 33 | 47.8 | 18.8 | 25.1 | 35.1 | |
| OracleTraining data=Target (F), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 37.8 | 47.4 | 53 | 31.6 | 52.9 | 34.3 | 37 | 40.6 | 41.8 | |
| Oracle - Train on targetTraining Source=F2026.01 | 37.8 | 47.4 | 53 | 31.6 | 52.9 | 34.3 | 37 | 40.6 | 41.8 | |
| Coarse-to-FineTraining data=Source (C) & Target (F) (without labels), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 37.4 | 43.2 | 52.1 | 34.7 | 34 | 46.9 | 29.9 | 30.8 | 38.6 | |
| Center-AwareTraining data=Source (C) & Target (F) (without labels), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 36.1 | 44.9 | 57.1 | 29 | 41.5 | 43.6 | 39.7 | 29.4 | 40.2 | |
| SW-DATraining data=Source (C) & Target (F) (without labels), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 35.8 | 43.8 | 48.9 | 28.9 | 31.8 | 44.3 | 28 | 21 | 35.3 | |
| MTORTraining data=Source (C) & Target (F) (without labels), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 35.6 | 38.6 | 44 | 28.3 | 30.6 | 41.4 | 40.6 | 21.9 | 35.1 | |
| GB-DALTraining data=Multiple Sources (C&B), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 35.6 | 43.1 | 47.8 | 31.2 | 32.8 | 43.5 | 12.4 | 31.8 | 34.8 | |
| GB-DALTraining Source=C&B, Augmentation-free=true2026.01 | 35.6 | 43.1 | 47.8 | 31.2 | 32.8 | 43.5 | 12.4 | 31.8 | 34.8 | |
| ERMTraining data=Multiple Sources (C&B), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 35.4 | 36.9 | 46.2 | 26.8 | 31.9 | 45 | 4 | 25.8 | 31.5 | |
| ERMTraining Source=C&B, Augmentation-free=true2026.01 | 35.4 | 36.9 | 46.2 | 26.8 | 31.9 | 45 | 4 | 25.8 | 31.5 | |
| FSDRTraining data=Multiple Sources (C&B), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 35 | 38.7 | 45.9 | 27.4 | 32.3 | 45.1 | 13.9 | 28.1 | 33.3 | |
| FSDRTraining Source=C&B, Augmentation-free=false2026.01 | 35 | 38.7 | 45.9 | 27.4 | 32.3 | 45.1 | 13.9 | 28.1 | 33.3 | |
| ICR-CCRTraining data=Source (C) & Target (F) (without labels), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 34.6 | 45.1 | 49.2 | 30.3 | 32.9 | 43.8 | 36.4 | 27.2 | 37.4 | |
| SC-DATraining data=Source (C) & Target (F) (without labels), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 34.5 | 42.5 | 52.1 | 29.2 | 33.8 | 42.1 | 26.5 | 26.8 | 35.9 | |
| DALTraining Source=C&B, Augmentation-free=true2026.01 | 33.6 | 33.1 | 35.4 | 23.2 | 26.3 | 39.7 | 9.1 | 15.6 | 27 | |
| FACT+SNFTraining Source=C&B, Augmentation-free=false2026.01 | 33.4 | 35.4 | 42.2 | 24.9 | 29.5 | 41.2 | 4.9 | 22.1 | 29.2 | |
| DAFTraining data=Source (C) & Target (F) (without labels), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 32.6 | 41.3 | 42.8 | 28.9 | 31.6 | 43.6 | 21.2 | 23.6 | 33.2 | |
| DivAlign w/o DivTraining Source=C&B, Augmentation-free=true2026.01 | 31.9 | 37.8 | 44.3 | 28.7 | 27.5 | 40.2 | 20.8 | 26.6 | 32.2 | |
| DIDNTraining data=Multiple Sources (C&B), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 31.8 | 38.4 | 49.3 | 27.7 | 35.7 | 26.5 | 24.8 | 33.1 | 33.4 | |
| FACTTraining data=Multiple Sources (C&B), Backbone=VGG-16, Input Resolution=Short side 600px2026.01 | 30.3 | 33.4 | 41.3 | 24.7 | 29 | 42.1 | 2.4 | 20.6 | 28 | |
| FACTTraining Source=C&B, Augmentation-free=false2026.01 | 30.3 | 33.4 | 41.3 | 24.7 | 29 | 42.1 | 2.4 | 20.6 | 28 |