Object Detection on Sim10k to Cityscapes (AP on Car)
71.1AP (Car)Oracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle2022.08 | 71.1 | — | |
| SEEN-DACategory=UDAOD2025.12 | 66.8 | — | |
| FALCON-SFODCategory=SFOD2025.12 | 58.8 | — | |
| DRUCategory=SFOD2025.12 | 58.7 | — | |
| MTMCategory=UDAOD2025.12 | 58.1 | — | |
| PETSCategory=SFOD2025.12 | 57.8 | — | |
| SF-YOLOCategory=SFOD2025.12 | 57.7 | — | |
| Simple-SFODCategory=SFOD2025.12 | 55.4 | — | |
| PTCategory=UDAOD2025.12 | 55.1 | — | |
| DA-DETRD.A.=true, I2I=false, Backbone=Vgg-162024.10 | 54.7 | — | |
| Ours - supervised (LGAsup)D.A.=true, I2I=false, Backbone=Res-502024.10 | 53.6 | — | |
| SIGMAD.A.=true, I2I=false, Backbone=Vgg-162024.10 | 53.4 | — | |
| ILLUME2022.08 | 53.1 | — | |
| SCAN2022.08 | 52.6 | — | |
| SCAND.A.=true, I2I=false, Backbone=Vgg-162024.10 | 52.6 | — | |
| UDA2022.08 | 52.3 | — | |
| Ours - local-global † (LGA)D.A.=true, I2I=false, Backbone=Res-502024.10 | 52.1 | — | |
| SSALD.A.=true, I2I=false, Backbone=Vgg-162024.10 | 51.8 | — | |
| SSALCategory=UDAOD2025.12 | 51.8 | — | |
| KTNetD.A.=true, I2I=false, Backbone=Vgg-162024.10 | 50.7 | — | |
| MGAD.A.=true, I2I=false, Backbone=Vgg-162024.10 | 49.8 | — | |
| SDAD.A.=true, I2I=false, Backbone=Vgg-162024.10 | 49.3 | — | |
| SAD (with GPA)backbone=ResNet502021.08 | 49.2 | 6.4 | |
| GPAbackbone=ResNet502021.08 | 47.6 | 4.8 | |
| GPAD.A.=true, I2I=false, Backbone=Res-502024.10 | 47.6 | — | |
| iFAN2022.08 | 46.9 | — | |
| MTORbackbone=ResNet502021.08 | 46.6 | 3.8 | |
| AFAND.A.=true, I2I=true, Backbone=Res-502024.10 | 45.5 | — | |
| IRGCategory=SFOD2025.12 | 45.2 | — | |
| SCDAbackbone=ResNet502021.08 | 45.1 | 2.3 | |
| SCDAD.A.=true, I2I=false, Backbone=Res-502024.10 | 45.1 | — | |
| SAPNet2020.03 | 44.9 | — | |
| SWDAbackbone=ResNet502021.08 | 44.6 | 1.8 | |
| SWDAD.A.=true, I2I=false, Backbone=Res-502024.10 | 44.6 | — | |
| FGRRD.A.=true, I2I=false, Backbone=Vgg-162024.10 | 44.5 | — | |
| DSSD.A.=true, I2I=false, Backbone=Res-502024.10 | 44.5 | — | |
| DD-MRLbackbone=ResNet502021.08 | 43.9 | 1.1 | |
| UMTD.A.=true, I2I=true, Backbone=Vgg-162024.10 | 43.1 | — | |
| SCDA2020.03 | 43 | — | |
| SFOD-MosaicCategory=SFOD2025.12 | 42.9 | — | |
| Source Onlybackbone=ResNet502021.08 | 42.8 | — | |
| SCL2020.03 | 42.6 | — | |
| HTCND.A.=true, I2I=true, Backbone=Vgg-162024.10 | 42.5 | — | |
| SFODCategory=SFOD2025.12 | 42.3 | — | |
| DA-Fasterbackbone=ResNet502021.08 | 41.9 | -0.9 | |
| SourceBackbone=Res-502024.10 | 41.7 | — | |
| Strong-Weak2020.03 | 40.1 | — | |
| DA-Faster2020.03 | 38.9 | — | |
| Baseline2022.08 | 34.7 | — | |
| Faster R-CNN2020.03 | 34.6 | — | |
| Source OnlyCategory=S2025.12 | 32 | — |