Metric: Average Accuracy (higher is better)
| # | Model↕ | Average Accuracy▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SPL | 93 | No | Unsupervised Domain Adaptation via Structured Pr... | 2019-11-18 | Code |
| 2 | MEDA[[Wang et al.2018]] | 92.8 | No | Visual Domain Adaptation with Manifold Embedded ... | 2018-07-19 | Code |
| 3 | CAPLS [[Wang, Bu, and Breckon2019]] | 91.8 | No | Unifying Unsupervised Domain Adaptation and Zero... | 2019-03-25 | Code |
| 4 | DAN[[Long et al.2015]] | 90.1 | No | Learning Transferable Features with Deep Adaptat... | 2015-02-10 | Code |
| 5 | JGSA[[Zhang, Li, and Ogunbona2017]] | 90 | No | Joint Geometrical and Statistical Alignment for ... | 2017-05-16 | - |
| 6 | DDC[[Tzeng et al.2014]] | 88.2 | No | Deep Domain Confusion: Maximizing for Domain Inv... | 2014-12-10 | Code |
| 7 | SCA[[Ghifary et al.2016]] | 85.9 | No | Scatter Component Analysis: A Unified Framework ... | 2015-10-15 | - |
| 8 | CORAL[[Sun, Feng, and Saenko2017]] | 84.7 | No | Correlation Alignment for Unsupervised Domain Ad... | 2016-12-06 | Code |