Unsupervised Domain Adaptation on SVHN -> MNIST (test)
99.5AccuracyTarget Only
Evaluation Results
| Method | Links | |
|---|---|---|
| Target OnlyInput format=Grayscale2017.05 | 99.5 | |
| Self-EnsemblingInput format=Grayscale2017.05 | 99.2 | |
| Target onlyEvaluation Protocol=Target only2017.11 | 99.2 | |
| CSTArchitecture=DTN, Pre-trained=false2021.03 | 98.2 | |
| DA_assInput format=Grayscale, Parameter tuning=Tuned2017.05 | 97.6 | |
| RWOTArchitecture=DTN, Pre-trained=false2021.03 | 97.5 | |
| CDANArchitecture=DTN, Pre-trained=false2021.03 | 96.9 | |
| DA_assInput format=Grayscale, Parameter tuning=Fixed2017.05 | 95.7 | |
| MECA2020.02 | 95.2 | |
| UNIT2017.03 | 90.53 | |
| UNITInput format=Grayscale2017.05 | 90.5 | |
| CyCADAAdaptation Level=pixel+feat, Backbone=LeNet2017.11 | 90.4 | |
| CORAL2020.02 | 90.2 | |
| CyCADAInput format=Grayscale2017.05 | 88.3 | |
| ATTInput format=Grayscale2017.05 | 86.2 | |
| TRIPPLE2020.02 | 86.2 | |
| GenToAdaptInput format=Grayscale2017.05 | 84.7 | |
| DTNInput format=Grayscale2017.05 | 84.4 | |
| DTN2017.11 | 84.4 | |
| DTN2020.02 | 84.4 | |
| DSNInput format=Grayscale2017.05 | 82.7 | |
| DRCNInput format=Grayscale2017.05 | 82 | |
| DTN2017.03 | 81.88 | |
| TRUDAInput format=Grayscale2017.05 | 78.8 | |
| SBADA-GANInput format=RGB, Classifier training space=Weighted combination2017.05 | 76.1 | |
| ADDAInput format=Grayscale2017.05 | 76 | |
| ADDA2017.11 | 76 | |
| ADDA2020.02 | 76 | |
| SBADA-GANInput format=RGB, Classifier training space=Source domain (Cs)2017.05 | 74.2 | |
| DANNInput format=Grayscale2017.05 | 73.9 | |
| RevGrad2020.02 | 73.9 | |
| DANN2017.03 | 73.85 | |
| DANN2017.11 | 73.6 | |
| SBADA-GANInput format=RGB, Classifier training space=Target domain (Ct)2017.05 | 72.2 | |
| MMDInput format=Grayscale2017.05 | 71.1 | |
| CyCADAAdaptation Level=pixel only, Backbone=LeNet2017.11 | 70.3 | |
| Source onlyEvaluation Protocol=Source only2017.11 | 67.1 | |
| CORALInput format=Grayscale2017.05 | 63.1 | |
| Source OnlyInput format=Grayscale2017.05 | 60.1 | |
| SA2017.03 | 59.32 | |
| EMO2020.02 | 44.1 |