Metric: mAP (higher is better)
| # | Model↕ | mAP▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MIC | 47.6 | No | MIC: Masked Image Consistency for Context-Enhanc... | 2022-12-02 | Code |
| 2 | SSA-DA | 42.5 | No | Bi-Dimensional Feature Alignment for Cross-Domai... | 2020-11-14 | - |
| 3 | MCAR | 38.8 | No | Adaptive Object Detection with Dual Multi-Label ... | 2020-03-29 | - |
| 4 | Progressive Domain Adaptation | 36.9 | No | Progressive Domain Adaptation for Object Detection | 2019-10-24 | Code |
| 5 | Diversify & Match | 34.6 | No | Diversify and Match: A Domain Adaptive Represent... | 2019-05-14 | - |
| 6 | FRCNN in the wild | 27.6 | No | Domain Adaptive Faster R-CNN for Object Detectio... | 2018-03-08 | Code |