Object Detection on Foggy Cityscapes CF (test)
66.3AP (Person)Oracle
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OracleVenue=N/A, source-free=false2025.04 | 66.3 | 61.1 | 80.8 | 45.6 | 68.8 | 52 | 49.1 | 54.9 | 59.8 | |
| MRTVenue=ICCV'23, source-free=false2025.04 | 52.8 | 51.7 | 68.7 | 35.9 | 58.1 | 54.5 | 41 | 47.1 | 51.2 | |
| HTVenue=CVPR 23, source-free=false2025.04 | 52.1 | 55.8 | 67.5 | 32.7 | 55.9 | 49.1 | 40.1 | 50.3 | 50.4 | |
| TDDVenue=CVPR 22, source-free=false2025.04 | 50.7 | 53.7 | 68.2 | 35.1 | 53 | 45.1 | 38.9 | 49.1 | 49.2 | |
| AQTVenue=IJCAI'22, source-free=false2025.04 | 49.3 | 52.3 | 64.4 | 27.7 | 53.7 | 46.5 | 36 | 46.4 | 47.1 | |
| 02netVenue=MM'22, source-free=false2025.04 | 48.7 | 51.5 | 63.6 | 31.1 | 47.6 | 47.8 | 38 | 45.9 | 46.8 | |
| MTTransVenue=ECCV'22, source-free=false2025.04 | 47.7 | 49.9 | 65.2 | 25.8 | 45.9 | 33.8 | 32.6 | 46.5 | 43.4 | |
| CSDAVenue=ICCV'23, source-free=false2025.04 | 46.6 | 46.3 | 63.1 | 28.1 | 56.3 | 53.7 | 33.1 | 39.1 | 45.8 | |
| SFAVenue=MM'21, source-free=false2025.04 | 46.5 | 48.6 | 62.6 | 25.1 | 46.2 | 29.4 | 28.3 | 44 | 41.3 | |
| PETSVenue=ICCV'23, source-free=true2025.04 | 46.1 | 52.8 | 63.4 | 21.8 | 46.7 | 5.5 | 37.4 | 48.4 | 40.3 | |
| CIGARVenue=CVPR 23, source-free=false2025.04 | 45.3 | 45.3 | 61.6 | 32.1 | 50 | 51 | 31.9 | 40.4 | 44.7 | |
| SSALVenue=NIPS'21, source-free=false2025.04 | 45.1 | 47.4 | 59.4 | 24.5 | 50 | 25.7 | 26 | 38.7 | 39.6 | |
| DACAVenue=IJCV'24, source-free=true2025.04 | 44.7 | 31.2 | 60.1 | 53.1 | 53.9 | 0 | 27.8 | 45.9 | 39.9 | |
| EPMVenue=ECCV'20, source-free=false2025.04 | 44.2 | 46.6 | 58.5 | 24.8 | 45.2 | 29.1 | 28.6 | 34.6 | 39 | |
| SIGMAVenue=CVPR 22, source-free=false2025.04 | 44 | 43.9 | 60.3 | 31.6 | 50.4 | 51.5 | 31.7 | 40.6 | 44.2 | |
| ATVenue=CVPR 22, source-free=false2025.04 | 43.7 | 54.1 | 62.3 | 31.9 | 54.4 | 49.3 | 35.2 | 47.9 | 47.4 | |
| GTVenue=This Paper, source-free=true2025.04 | 42.7 | 55.4 | 61.7 | 40.7 | 62 | 54.6 | 39.1 | 53 | 50.8 | |
| SF-UTVenue=ECCV'24, source-free=true2025.04 | 40.9 | 48 | 58.9 | 29.6 | 51.9 | 50.2 | 36.2 | 44.1 | 45 | |
| D-adaptVenue=ICLR'21, source-free=false2025.04 | 40.8 | 47.1 | 57.5 | 33.5 | 46.9 | 41.4 | 33.6 | 43 | 43 | |
| PTVenue=ICML 22, source-free=false2025.04 | 40.2 | 48.8 | 63.4 | 30.7 | 51.8 | 30.6 | 35.4 | 44.5 | 42.7 | |
| LPLDVenue=ECCV'24, source-free=true2025.04 | 39.7 | 49.1 | 56.6 | 29.6 | 46.3 | 26.4 | 36.1 | 43.6 | 40.9 | |
| HCLVenue=NIPS'21, source-free=true2025.04 | 38.7 | 46 | 47.9 | 33 | 45.7 | 38.9 | 32.8 | 34.9 | 39.7 | |
| IRGVenue=CVPR 23, source-free=true2025.04 | 37.4 | 45.2 | 51.9 | 24.4 | 39.6 | 25.2 | 31.5 | 41.6 | 37.1 | |
| SOAPVenue=IJIS'21, source-free=true2025.04 | 35.9 | 45 | 48.4 | 23.9 | 37.2 | 24.3 | 31.8 | 37.9 | 35.5 | |
| TIAVenue=CVPR 22, source-free=false2025.04 | 34.8 | 46.3 | 49.7 | 31.1 | 52.1 | 48.6 | 37.7 | 38.1 | 42.3 | |
| LODSVenue=CVPR 22, source-free=true2025.04 | 34 | 45.7 | 48.8 | 27.3 | 39.7 | 19.6 | 33.2 | 37.8 | 35.8 | |
| UMTVenue=CVPR 21, source-free=false2025.04 | 33 | 46.7 | 48.6 | 34.1 | 56.5 | 46.8 | 30.4 | 37.3 | 41.7 | |
| AASFODVenue=AAAI'23, source-free=true2025.04 | 32.3 | 44.1 | 44.6 | 28.1 | 34.3 | 29 | 31.8 | 38.9 | 35.4 | |
| DA-FasterVenue=CVPR'18, source-free=false2025.04 | 29.2 | 40.4 | 43.4 | 19.7 | 38.3 | 28.5 | 23.7 | 32.7 | 32 | |
| SFOD-MosaicVenue=AAAI'21, source-free=true2025.04 | 25.5 | 44.5 | 40.7 | 33.2 | 22.2 | 28.4 | 34.1 | 39 | 33.5 | |
| SFODVenue=AAAI'21, source-free=true2025.04 | 21.7 | 44 | 40.4 | 32.6 | 11.8 | 25.3 | 34.5 | 34.3 | 30.6 | |
| AdvEntBackbone=VGG-16, Input Resolution=300x300, Adaptation=Adversarial entropy minimization2018.11 | 17.6 | 25 | 39.6 | 20 | 37.1 | 25.9 | 21.3 | 23.1 | 26.2 | |
| MinEntBackbone=VGG-16, Input Resolution=300x300, Adaptation=Direct entropy minimization2018.11 | 15.8 | 22 | 28.3 | 5 | 15.2 | 15 | 13 | 20.6 | 16.9 | |
| SSD-300Backbone=VGG-16, Input Resolution=300x300, Adaptation=None (Source only)2018.11 | 15 | 17.4 | 27.2 | 5.7 | 15.1 | 9.1 | 11 | 16.7 | 14.7 |