| Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance | ✓ Link | 92.3 | SWG | 2023-12-07 |
| Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning | ✓ Link | 90.0 | RCL | 2024-05-28 |
| Enhancing Domain Adaptation through Prompt Gradient Alignment | ✓ Link | 89.4 | PGA (ViT-L/14) | 2024-06-13 |
| Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective | | 89.0 | PMTrans | 2023-03-23 |
| Unsupervised Domain Adaption Harnessing Vision-Language Pre-training | ✓ Link | 89.0 | CMKD | 2024-04-19 |
| MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation | ✓ Link | 86.2 | MIC | 2022-12-02 |
| Enhancing Domain Adaptation through Prompt Gradient Alignment | ✓ Link | 85.1 | PGA (ViT-B/16) | 2024-06-13 |
| Free Lunch for Domain Adversarial Training: Environment Label Smoothing | ✓ Link | 84.6 | ELS | 2023-02-01 |
| A Closer Look at Smoothness in Domain Adversarial Training | ✓ Link | 84.3 | SDAT (ViT-B/16) | 2022-06-16 |
| CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation | ✓ Link | 80.5 | CDTrans (DeiT-B) | 2021-09-13 |
| Enhancing Domain Adaptation through Prompt Gradient Alignment | ✓ Link | 75.8 | PGA (RN50) | 2024-06-13 |
| Probabilistic Contrastive Learning for Domain Adaptation | ✓ Link | 74.5 | PCL | 2021-11-11 |
| On Evolving Attention Towards Domain Adaptation | | 73.9 | EvoADA | 2021-03-25 |
| Gradual Source Domain Expansion for Unsupervised Domain Adaptation | ✓ Link | 73.6 | GSDE | 2023-11-16 |
| Contrastive Vicinal Space for Unsupervised Domain Adaptation | ✓ Link | 73.1 | CoVi | 2021-11-26 |
| FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation | ✓ Link | 72.7 | FixBi | 2020-11-18 |
| Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation | ✓ Link | 72.6 | MCC+NWD | 2022-04-08 |
| SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation | ✓ Link | 72.2 | SENTRY (ResNet50) | 2020-12-21 |
| Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation | ✓ Link | 71.8 | SHOT | 2020-02-20 |
| Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation | ✓ Link | 71.6 | CPGA | 2021-06-18 |
| Backprop Induced Feature Weighting for Adversarial Domain Adaptation with Iterative Label Distribution Alignment | ✓ Link | 71.5 | BIWAA | 2023-01-01 |
| Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling | ✓ Link | 71 | SPL | 2019-11-18 |
| Attending to Discriminative Certainty for Domain Adaptation | ✓ Link | 70.2 | CADA | 2019-06-08 |
| Open Set Domain Adaptation: Theoretical Bound and Algorithm | ✓ Link | 69.8 | DAOD | 2019-07-19 |
| Entropy Minimization vs. Diversity Maximization for Domain Adaptation | ✓ Link | 69.5 | MEDM | 2020-02-05 |
| Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation Networks | ✓ Link | 68.6 | ASAN | 2021-02-25 |
| Transfer Learning with Dynamic Distribution Adaptation | ✓ Link | 67.6 | MEDA (ResNet50) | 2019-09-17 |
| Looking back at Labels: A Class based Domain Adaptation Technique | ✓ Link | 49.46 | IDDA | 2019-04-02 |
| Correlation-aware Adversarial Domain Adaptation and Generalization | | 48.19 | CAADA | 2019-11-29 |