Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SPM | 71.1 | No | Shuffle PatchMix Augmentation with Confidence-Ma... | 2025-05-30 | Code |
| 2 | SFDA2 | 68.3 | No | SF(DA)$^2$: Source-free Domain Adaptation Throug... | 2024-03-16 | Code |
| 3 | SWG | 66.1 | No | Combining inherent knowledge of vision-language ... | 2023-12-07 | Code |
| 4 | PADCLIP | 63.7 | No | - | - | - |
| 5 | Transadapter | 53.7 | No | TransAdapter: Vision Transformer for Feature-Cen... | 2024-12-05 | Code |
| 6 | PMTrans | 52.4 | No | Patch-Mix Transformer for Unsupervised Domain Ad... | 2023-03-23 | - |
| 7 | PMTrans | 52.4 | No | Patch-Mix Transformer for Unsupervised Domain Ad... | 2023-03-23 | - |
| 8 | SAMB | 49.8 | No | Semantic-aware Message Broadcasting for Efficien... | 2022-12-06 | Code |