Domain Adaptation 벤치마크
Domain Adaptation on Synth Digits-to-SVHN
Accuracy
- 2015-02-10 — MMD [tzeng2015ddc]; [long2015learning]: Accuracy 88.0
- 2015-05-28 — DANN [ganin2016domain]: Accuracy 90.3
- 2016-08-22 — DSN (DANN): Accuracy 91.2
| Rank | Model | Accuracy | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | DSN (DANN) | 91.2 | Domain Separation Networks | tensorflow/models · tensorflow/models · fungtion/DSN · +3 | 2016 |
| 2 | DANN [ganin2016domain] | 90.3 | Domain-Adversarial Training of Neural Networks | PaddlePaddle/PaddleSpeech · thuml/Transfer-Learning-Library · facebookresearch/DomainBed · +34 | 2015 |
| 3 | MMD [tzeng2015ddc]; [long2015learning] | 88.0 | Learning Transferable Features with Deep Adaptation Networks | thuml/Transfer-Learning-Library · kevinmusgrave/pytorch-adapt · CtrlZ1/Domain-Adaptation-Algorithms · +2 | 2015 |
| 4 | CORAL [sun2015return] | 85.2 | Return of Frustratingly Easy Domain Adaptation | vincent-vercruyssen/transfertools | 2015 |