| Trust-Aware Joint Feature-Prediction Discrepancy for Robust Domain Adaptation | | 94.3 | JFPD | 2026-05-24 |
| Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation | ✓ Link | 93.8 | FFTAT | 2024-11-10 |
| Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning | ✓ Link | 93.2 | RCL | 2024-05-28 |
| MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation | ✓ Link | 92.8 | MIC | 2022-12-02 |
| Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance | ✓ Link | 92.7 | SWG | 2023-12-07 |
| Unsupervised Domain Adaption Harnessing Vision-Language Pre-training | ✓ Link | 91.8 | CMKD | 2024-04-19 |
| Visual Prompt Tuning for Test-time Domain Adaptation | | 90.7 | DePT | 2022-10-10 |
| A Closer Look at Smoothness in Domain Adversarial Training | ✓ Link | 89.8 | SDAT(ViT) | 2022-06-16 |
| SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation | ✓ Link | 89.6 | SFDA2++ | 2024-03-16 |
| Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective | | 88.8 | PMtrans | 2023-03-23 |
| Contrastive Vicinal Space for Unsupervised Domain Adaptation | ✓ Link | 88.5 | CoVi | 2021-11-26 |
| CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation | ✓ Link | 88.4 | CDTrans | 2021-09-13 |
| SPA++: Generalized Graph Spectral Alignment for Versatile Domain Adaptation | | 88.4 | SPA++ | 2025-08-07 |
| SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation | ✓ Link | 88.1 | SFDA2 | 2024-03-16 |
| Contrastive Adaptation Network for Unsupervised Domain Adaptation | ✓ Link | 87.2 | CAN | 2019-01-04 |
| FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation | ✓ Link | 87.2 | FixBi | 2020-11-18 |
| d-SNE: Domain Adaptation Using Stochastic Neighborhood Embedding | ✓ Link | 86.15 | dSNE | 2019-06-01 |
| Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation | ✓ Link | 86.0 | CPGA | 2021-06-18 |
| Self-ensembling for visual domain adaptation | ✓ Link | 85.4 | Mean teacher | 2017-06-16 |
| Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation | ✓ Link | 83.7 | MCC+NWD | 2022-04-08 |
| Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation | ✓ Link | 82.9 | SHOT | 2020-02-20 |
| Drop to Adapt: Learning Discriminative Features for Unsupervised Domain Adaptation | ✓ Link | 81.5 | DTA | 2019-10-12 |
| Confidence Regularized Self-Training | ✓ Link | 78.1 | MRKLD + LRENT | 2019-08-26 |
| Confidence Regularized Self-Training | ✓ Link | 78.1 | CRST | 2019-08-26 |
| SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation | ✓ Link | 76.7 | SENTRY (ResNet50) | 2020-12-21 |
| Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation | ✓ Link | 76.4 | SWD | 2019-03-10 |
| Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation | ✓ Link | 76.1 | IAFN | 2018-11-19 |
| Conditional Adversarial Domain Adaptation | ✓ Link | 73.7 | CDAN | 2017-05-26 |
| DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation | ✓ Link | 66.9 | DeepJDOT | 2018-03-27 |
| Deep Transfer Learning with Joint Adaptation Networks | ✓ Link | 58.3 | JAN | 2016-05-21 |