| Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation | ✓ Link | 91.4 | | | FFTAT | 2024-11-10 |
| Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning | ✓ Link | 90.0 | | | RCL | 2024-05-28 |
| TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation | ✓ Link | 89.4 | | | TransAdapter-B | 2024-12-05 |
| Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective | | 89.0 | | | PMTrans | 2023-03-23 |
| C-DGPA: Class-Centric Dual-Alignment Generative Prompt Adaptation | | 86.5 | | | C-DGPA | 2025-12-18 |
| Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation | ✓ Link | 86.20 | | | SAMB | 2022-12-06 |
| Prompt-based Distribution Alignment for Unsupervised Domain Adaptation | ✓ Link | 85.7 | | | PDA (CLIP, ViT-B/16) | 2023-12-15 |
| Safe Self-Refinement for Transformer-based Domain Adaptation | ✓ Link | 85.43 | | | SSRT-B | 2022-04-16 |
| Attention Residual Fusion Network with Contrast for Source-free Domain Adaptation | | 85.2 | | | ARFNet-B32 | 2025-10-25 |
| EUDA: An Efficient Unsupervised Domain Adaptation via Self-Supervised Vision Transformer | ✓ Link | 84.9 | | | EUDA | 2024-07-31 |
| Proxy Denoising for Source-Free Domain Adaptation | ✓ Link | 84.5 | | | ProDe | 2024-06-03 |
| Attention Residual Fusion Network with Contrast for Source-free Domain Adaptation | | 83.0 | | | ARFNet-RN | 2025-10-25 |
| Attention Residual Fusion Network with Contrast for Source-free Domain Adaptation | | 82.6 | | | ARFNet (B16) | 2025-10-25 |
| Learning CNN on ViT: A Hybrid Model to Explicitly Class-specific Boundaries for Domain Adaptation | ✓ Link | 81.2 | | | ECB (CNN) | 2024-03-27 |
| CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation | ✓ Link | 80.5 | | | CDTrans | 2021-09-13 |
| Domain-Adversarial Training of Neural Networks | ✓ Link | 76.8 | | | DANN [cite:JMLR16RevGrad] | 2015-05-28 |
| Deep Transfer Learning with Joint Adaptation Networks | ✓ Link | 76.8 | | | JAN [cite:ICML17JAN] | 2016-05-21 |
| Prompt-based Distribution Alignment for Unsupervised Domain Adaptation | ✓ Link | 75.3 | | | PDA (CLIP, ResNet-50) | 2023-12-15 |
| Learning Transferable Features with Deep Adaptation Networks | ✓ Link | 74.3 | | | DAN [cite:ICML15DAN] | 2015-02-10 |
| CHATTY: Coupled Holistic Adversarial Transport Terms with Yield for Unsupervised Domain Adaptation | | 73 | | | CHATTY+MCC | 2023-04-19 |
| Deep Residual Learning for Image Recognition | ✓ Link | 59.9 | | | ResNet-50 [cite:CVPR16DRL] | 2015-12-10 |
| ImageNet Classification with Deep Convolutional Neural Networks | ✓ Link | 54.9 | | | AlexNet [cite:NIPS12CNN] | 2012-12-01 |
| Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation | ✓ Link | | 69.5 | | Implicit Alignment (with MDD) | 2020-06-09 |
| 0/1 Deep Neural Networks via Block Coordinate Descent | | | | 71.4 | DisClusterDA | 2022-06-19 |