Domain Adaptation 벤치마크
Domain Adaptation on Synth Signs-to-GTSRB
Accuracy
- 2015-02-10 — MMD [tzeng2015ddc]; [long2015learning]: Accuracy 91.1
- 2016-08-22 — DSN (DANN): Accuracy 93.1
- 2017-06-16 — Mean teacher: Accuracy 98.66
| Rank | Model | Accuracy | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | Mean teacher | 98.66 | Self-ensembling for visual domain adaptation | thuml/Transfer-Learning-Library · domainadaptation/salad · Britefury/self-ensemble-visual-domain-adapt | 2017 |
| 2 | DSN (DANN) | 93.1 | Domain Separation Networks | tensorflow/models · tensorflow/models · fungtion/DSN · +3 | 2016 |
| 3 | MMD [tzeng2015ddc]; [long2015learning] | 91.1 | Learning Transferable Features with Deep Adaptation Networks | thuml/Transfer-Learning-Library · kevinmusgrave/pytorch-adapt · CtrlZ1/Domain-Adaptation-Algorithms · +2 | 2015 |
| 4 | CORAL [sun2015return] | 86.9 | Return of Frustratingly Easy Domain Adaptation | vincent-vercruyssen/transfertools | 2015 |