Domain Adaptation Classification on SVHN → MNIST (test)
0.005Error RateTarget only
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Target only2017.08 | 0.005 | — | |
| Associative Domain AdaptationHyper-parameter optimization=Individual2017.08 | 0.024 | 93.71 | |
| DSN w/ DANN2017.08 | 0.173 | 58.31 | |
| Transf. Repr.2017.08 | 0.212 | — | |
| ADDA2017.08 | 0.24 | — | |
| DANN2017.08 | 0.2615 | 42.57 | |
| DSN w/ MMD2017.08 | 0.278 | 32.26 | |
| DAMMDDomain adaptation setting=DAMMD (L_assoc replaced with MMD)2017.08 | 0.2848 | — | |
| MMD2017.08 | 0.289 | — | |
| Source only2017.08 | 0.3071 | — | |
| CORAL2017.08 | 0.369 | — | |
| SA2017.08 | 0.4068 | — |