| Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation | ✓ Link | 96.0 | FFTAT | 2024-11-10 |
| Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective | | 95.3 | PMTrans | 2023-03-23 |
| Unsupervised Domain Adaption Harnessing Vision-Language Pre-training | ✓ Link | 94.4 | CMKD | 2024-04-19 |
| Safe Self-Refinement for Transformer-based Domain Adaptation | ✓ Link | 93.5 | SSRT-B (ours) | 2022-04-16 |
| CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation | ✓ Link | 92.6 | CDTrans | 2021-09-13 |
| Contrastive Vicinal Space for Unsupervised Domain Adaptation | ✓ Link | 91.8 | CoVi | 2021-11-26 |
| Gradual Source Domain Expansion for Unsupervised Domain Adaptation | ✓ Link | 91.7 | GSDE | 2023-11-16 |
| FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation | ✓ Link | 91.4 | FixBi | 2020-11-18 |
| Contrastive Adaptation Network for Unsupervised Domain Adaptation | ✓ Link | 90.6 | Contrastive Adaptation Network | 2019-01-04 |
| Backprop Induced Feature Weighting for Adversarial Domain Adaptation with Iterative Label Distribution Alignment | ✓ Link | 90.5 | BIWAA | 2023-01-01 |
| Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation | ✓ Link | 90.4 | DALN | 2022-04-08 |
| Free Lunch for Domain Adversarial Training: Environment Label Smoothing | ✓ Link | 90.4 | ELS | 2023-02-01 |
| d-SNE: Domain Adaptation Using Stochastic Neighborhood Embedding | ✓ Link | 90.01 | dSNE | 2019-06-01 |
| Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation Networks | ✓ Link | 90.0 | ASAN | 2021-02-25 |
| Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation | ✓ Link | 89.9 | CPGA | 2021-06-18 |
| SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation | ✓ Link | 89.9 | SFDA2 | 2024-03-16 |
| Modified Distribution Alignment for Domain Adaptation with Pre-trained Inception ResNet | ✓ Link | 89.8 | MDAIR | 2019-04-04 |
| Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling | ✓ Link | 89.6 | SPL | 2019-11-18 |
| Attending to Discriminative Certainty for Domain Adaptation | ✓ Link | 89.5 | CADA-P | 2019-06-08 |
| Entropy Minimization vs. Diversity Maximization for Domain Adaptation | ✓ Link | 89.2 | MEDM | 2020-02-05 |
| Discriminative Adversarial Domain Adaptation | ✓ Link | 89 | DADA | 2019-11-27 |
| Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation | ✓ Link | 88.6 | SHOT | 2020-02-20 |
| Dual Adversarial Domain Adaptation | ✓ Link | 88 | DADA | 2020-01-01 |
| Global-Local Regularization Via Distributional Robustness | ✓ Link | 87.8 | GLOT-DR | 2022-03-01 |
| Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation | ✓ Link | 87.1 | IAFN+ENT | 2018-11-19 |
| Confidence Regularized Self-Training | ✓ Link | 86.8 | MRKLD + LRENT | 2019-08-26 |
| Generate To Adapt: Aligning Domains using Generative Adversarial Networks | ✓ Link | 86.5 | GTA | 2017-04-06 |
| Transfer Learning with Dynamic Distribution Adaptation | ✓ Link | 85.7 | MEDA (ResNet50) | 2019-09-17 |
| Open Set Domain Adaptation: Theoretical Bound and Algorithm | ✓ Link | 85.4 | DAOD | 2019-07-19 |
| Multi-Adversarial Domain Adaptation | ✓ Link | 85.2 | MADA | 2018-09-04 |
| Supervised Domain Adaptation: A Graph Embedding Perspective and a Rectified Experimental Protocol | ✓ Link | 82.77 | DAGE-LDA | 2020-04-23 |
| Supervised Domain Adaptation: A Graph Embedding Perspective and a Rectified Experimental Protocol | ✓ Link | 82.17 | CCSA | 2020-04-23 |
| Supervised Domain Adaptation: A Graph Embedding Perspective and a Rectified Experimental Protocol | ✓ Link | 81.63 | d-SNE | 2020-04-23 |
| Cluster Alignment with a Teacher for Unsupervised Domain Adaptation | ✓ Link | 80.1 | rRevGrad+CAT | 2019-03-24 |
| Curriculum based Dropout Discriminator for Domain Adaptation | ✓ Link | 79.5 | CD3A | 2019-07-24 |
| Looking back at Labels: A Class based Domain Adaptation Technique | ✓ Link | 78.5 | IDDA(Alexnet) | 2019-04-02 |
| Looking back at Labels: A Class based Domain Adaptation Technique | ✓ Link | 78.5 | IDDA (AlexNet) | 2019-04-02 |
| Correlation-aware Adversarial Domain Adaptation and Generalization | | 78.3 | CAADA | 2019-11-29 |
| Deep Residual Learning for Image Recognition | ✓ Link | 76.1 | ResNet-50 | 2015-12-10 |
| Learning Smooth Representation for Unsupervised Domain Adaptation | ✓ Link | 73.5 | SRDA (RAN) | 2019-05-26 |