Domain Adaptation on Cityscapes to Foggy Cityscapes
Metric: AP50 (higher is better)
Metric: AP50 (higher is better)
| # | Model↕ | AP50▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GT | 50.8 | No | Context Aware Grounded Teacher for Source Free O... | 2025-04-21 | Code |
| 2 | SF-UT | 45 | No | Simplifying Source-Free Domain Adaptation for Ob... | 2024-07-10 | Code |
| 3 | LPLD | 40.9 | No | Enhancing Source-Free Domain Adaptive Object Det... | 2024-07-18 | - |
| 4 | PETS | 40.3 | No | Periodically Exchange Teacher-Student for Source... | 2023-11-23 | Code |
| 5 | DACA | 39.9 | No | Multi-source-free Domain Adaptation via Uncertai... | 2024-02-09 | Code |
| 6 | HCL | 39.7 | No | Model Adaptation: Historical Contrastive Learnin... | 2021-10-07 | Code |
| 7 | LPU | 38.8 | No | Exploiting Low-confidence Pseudo-labels for Sour... | 2023-10-19 | - |
| 8 | IRG | 37.1 | No | Instance Relation Graph Guided Source-Free Domai... | 2022-03-29 | Code |
| 9 | LODS | 35.8 | No | - | - | Code |
| 10 | AASFOD | 35.4 | No | Adversarial Alignment for Source Free Object Det... | 2023-01-11 | - |
| 11 | MT | 34.3 | No | Mean teachers are better role models: Weight-ave... | 2017-03-06 | Code |
| 12 | SFOD-Mosaic | 33.5 | No | A Free Lunch for Unsupervised Domain Adaptive Ob... | 2020-12-10 | - |
| 13 | SFOD | 30.6 | No | A Free Lunch for Unsupervised Domain Adaptive Ob... | 2020-12-10 | - |