Domain Adaptation (Classification) on SVHN to MNIST
99.4AccuracyDIRT-T
Evaluation Results
| Method | Links | |
|---|---|---|
| DIRT-T2020.01 | 99.4 | |
| VADA2020.01 | 97.9 | |
| IIMT2020.01 | 97.3 | |
| DeepJDOT2019.03 | 96.7 | |
| JDDA2020.01 | 94.2 | |
| ADRValidation protocol=unsupervised2017.11 | 94.1 | |
| ENTValidation protocol=unsupervised2017.11 | 93.7 | |
| I2I Adapt2019.03 | 92.1 | |
| Pi-model2020.01 | 92 | |
| UNIT2019.03 | 90.5 | |
| ATDAValidation protocol=few labeled target samples for validation2017.11 | 86.2 | |
| ATT2020.01 | 86.2 | |
| DTNValidation protocol=unsupervised2017.11 | 84.7 | |
| DSN2019.03 | 82.7 | |
| DRCN2020.01 | 82 | |
| ADDAValidation protocol=unsupervised2017.11 | 76 | |
| DANNValidation protocol=unsupervised2017.11 | 73.9 | |
| Source-Only2020.01 | 72.6 | |
| MMD2019.03 | 71.1 | |
| DANN2019.03 | 71.1 | |
| DAN2020.01 | 71.1 | |
| DANN2020.01 | 71.1 | |
| DoCValidation protocol=unsupervised2017.11 | 68.1 | |
| Source OnlyValidation protocol=unsupervised2017.11 | 67.1 | |
| Source only2019.03 | 67.1 |