Digit Classification on MNIST to USPS
98.2AccuracyDRANet
Evaluation results
| Method | Links | |
|---|---|---|
| DRANetDirectionality=Bi-directional2021.03 | 98.2 | |
| Target OnlyEvaluation Protocol=Target Only2021.03 | 97.8 | |
| DRANetDirectionality=Tri-directional2021.03 | 97.6 | |
| LC + CycleGAN2021.03 | 97.1 | |
| pixelDA2021.03 | 95.9 | |
| CyCADA2021.03 | 95.6 | |
| distributionally robust learning frameworkBase classifier=STAR, Hyperparameter selection=Validation-based, Target sample size=10^22026.01 | 95.6 | |
| distributionally robust learning frameworkBase classifier=STAR, Hyperparameter selection=LODO-CV, Target sample size=10^22026.01 | 93.6 | |
| distributionally robust learning frameworkBase classifier=CDAN, Hyperparameter selection=Validation-based, Target sample size=10^22026.01 | 93.5 | |
| distributionally robust learning frameworkBase classifier=ERM, Hyperparameter selection=Validation-based, Target sample size=10^22026.01 | 92.1 | |
| DSN2021.03 | 91.3 | |
| CoGAN2021.03 | 91.2 | |
| distributionally robust learning frameworkBase classifier=STAR, Hyperparameter selection=Validation-based, Target sample size=102026.01 | 91.2 | |
| ATDOCTarget sample size=10^22026.01 | 91.1 | |
| distributionally robust learning frameworkBase classifier=STAR, Hyperparameter selection=LODO-CV, Target sample size=102026.01 | 90.5 | |
| CORALTarget sample size=10^22026.01 | 90.4 | |
| STARTarget sample size=10^22026.01 | 90.3 | |
| ADDA2021.03 | 90.1 | |
| MCDTarget sample size=10^22026.01 | 89.3 | |
| distributionally robust learning frameworkBase classifier=CDAN, Hyperparameter selection=Validation-based, Target sample size=102026.01 | 87.8 | |
| distributionally robust learning frameworkBase classifier=ERM, Hyperparameter selection=Validation-based, Target sample size=102026.01 | 87.1 | |
| CORALTarget sample size=102026.01 | 85.4 | |
| DANN2021.03 | 85.1 | |
| MCDTarget sample size=102026.01 | 84.5 | |
| DANNTarget sample size=10^22026.01 | 82 | |
| STARTarget sample size=102026.01 | 81.3 | |
| CDANTarget sample size=10^22026.01 | 80.8 | |
| Source OnlyEvaluation Protocol=Source Only2021.03 | 80.2 | |
| DANNTarget sample size=102026.01 | 74.3 | |
| ATDOCTarget sample size=102026.01 | 73.6 | |
| ERM (Src-only)Target sample size=None (Source-only)2026.01 | 63.4 | |
| MK-MMDTarget sample size=10^22026.01 | 63.3 | |
| CDANTarget sample size=102026.01 | 62 | |
| MK-MMDTarget sample size=102026.01 | 41.3 |