Object Detection on KITTI to Cityscapes K→C
71.8mAPTarget Oracle
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Target Oracle2024.10 | 71.8 | 77.4 | 66.3 | |
| DA-AdaBackbone=CLIP-based2024.10 | 66.7 | — | — | |
| DA-Ada2024.10 | 66.7 | — | — | |
| InstaFormerD.A.=true, I2I=false2024.10 | 65.6 | 69.5 | 61.8 | |
| Ours - supervised (LGAsup)D.A.=true, I2I=false2024.10 | 65.2 | 71 | 59.5 | |
| Ours - local-global † (LGA)D.A.=true, I2I=false2024.10 | 64.1 | 67.5 | 60.7 | |
| MGUITD.A.=true, I2I=false2024.10 | 63.2 | 68.2 | 58.3 | |
| DAODD.A.=true, I2I=true2024.10 | 62.9 | 59.1 | 47.3 | |
| DUNITD.A.=true, I2I=true2024.10 | 62.9 | 65.1 | 60.7 | |
| DA-ProBackbone=CLIP-based2024.10 | 61.4 | — | — | |
| DA-Pro2024.10 | 61.4 | — | — | |
| HT2024.10 | 60.3 | — | — | |
| D2-UDA2024.10 | 60.3 | — | — | |
| HT2024.10 | 60.3 | — | — | |
| D2-UDA2024.10 | 60.3 | — | — | |
| Source2024.10 | 59.2 | 63.4 | 55 | |
| NSA-UDA2024.10 | 55.6 | — | — | |
| NSA-UDA2024.10 | 55.6 | — | — | |
| DARLD.A.=true, I2I=true2024.10 | 52.5 | 58.7 | 46.4 | |
| SIGMA++2024.10 | 49.5 | — | — | |
| SIGMA++2024.10 | 49.5 | — | — | |
| CSDA2024.10 | 48.6 | — | — | |
| CSDA2024.10 | 48.6 | — | — | |
| CIGAR2024.10 | 48.5 | — | — | |
| CIGAR2024.10 | 48.5 | — | — | |
| OADA2024.10 | 47.8 | — | — | |
| DDF2024.10 | 46 | — | — | |
| SCAN2024.10 | 45.8 | — | — | |
| SIGMA2024.10 | 45.8 | — | — | |
| TIA2024.10 | 44 | — | — | |
| MEGA2024.10 | 43 | — | — | |
| DSS2024.10 | 42.7 | — | — | |
| DA-Faster2024.10 | 41.9 | — | — | |
| DA-Faster2024.10 | 41.9 | — | — | |
| DA-DETRD.A.=true, I2I=false2024.10 | — | 48.9 | — |