Metric: MAP (higher is better)
| # | Model↕ | MAP▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TADP | 72.2 | No | Text-image Alignment for Diffusion-based Percept... | 2023-09-29 | Code |
| 2 | DASS-Detector (YOLOX Tiny) | 71.53 | Yes | Domain-Adaptive Self-Supervised Pre-Training for... | 2022-11-19 | Code |
| 3 | H2FA R-CNN (+extra) | 62.6 | Yes | - | - | Code |
| 4 | H2FA R-CNN | 59.9 | No | - | - | Code |
| 5 | DT+PL (+extra) | 59.1 | Yes | Cross-Domain Weakly-Supervised Object Detection ... | 2018-03-30 | Code |
| 6 | ICCM | 57.4 | No | - | - | - |
| 7 | MCAR | 56 | No | Adaptive Object Detection with Dual Multi-Label ... | 2020-03-29 | - |
| 8 | MEAA | 55.5 | Yes | - | - | Code |
| 9 | DT+PL | 54.3 | No | Cross-Domain Weakly-Supervised Object Detection ... | 2018-03-30 | Code |
| 10 | MI-max | 50.1 | No | Weakly Supervised Object Detection in Artworks | 2018-10-05 | Code |
| 11 | CDDMSL | 49.8 | No | Semi-Supervised Domain Generalization for Object... | 2023-09-24 | Code |
| 12 | MI-max | 49.5 | No | Multiple instance learning on deep features for ... | 2020-08-03 | Code |
| 13 | WSDDN | 12.7 | No | Weakly Supervised Deep Detection Networks | 2015-11-09 | Code |