Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SRDA (RAN) | 98.91 | No | Learning Smooth Representation for Unsupervised ... | 2019-05-26 | Code |
| 2 | SHOT | 98.9 | No | Do We Really Need to Access the Source Data? Sou... | 2020-02-20 | Code |
| 3 | rRevGrad+CAT | 98.8 | No | Cluster Alignment with a Teacher for Unsupervise... | 2019-03-24 | Code |
| 4 | dSNE | 97.6 | No | - | - | Code |
| 5 | DeepJDOT | 96.7 | No | DeepJDOT: Deep Joint Distribution Optimal Transp... | 2018-03-27 | Code |
| 6 | 3CATN | 92.5 | No | Cycle-consistent Conditional Adversarial Transfe... | 2019-09-17 | Code |
| 7 | DSN (DANN) | 82.7 | No | Domain Separation Networks | 2016-08-22 | Code |
| 8 | MMD [tzeng2015ddc]; [long2015learning] | 71.1 | No | Learning Transferable Features with Deep Adaptat... | 2015-02-10 | Code |
| 9 | DANN [ganin2016domain] | 70.7 | No | Domain-Adversarial Training of Neural Networks | 2015-05-28 | Code |