Unsupervised Domain Adaptation on SYN SIGNS to GTSRB (test)
98.3AccuracySelf-Ensembling
Evaluation results
| Method | Links | |
|---|---|---|
| Self-Ensembling2017.05 | 98.3 | |
| Target Only2017.05 | 98.2 | |
| DA_assParameter tuning=Tuned2017.05 | 97.7 | |
| SBADA-GANClassifier training space=Weighted combination2017.05 | 96.7 | |
| Asymmetric Tri-trainingBatch Normalization=false2017.02 | 96.2 | |
| Asymmetric Tri-training2017.02 | 96.2 | |
| ATT2017.05 | 96.2 | |
| SBADA-GANClassifier training space=Target domain (Ct)2017.05 | 95.9 | |
| SBADA-GANClassifier training space=Source domain (Cs)2017.05 | 95.7 | |
| Asymmetric Tri-trainingWeight constraint=lambda = 02017.02 | 94 | |
| DSN2017.02 | 93.1 | |
| DSN2017.05 | 93.1 | |
| DSN2019.03 | 93.1 | |
| MMD2017.02 | 91.1 | |
| MMD2017.05 | 91.1 | |
| MMD2019.03 | 91.1 | |
| DANN2017.02 | 88.7 | |
| DANN2017.05 | 88.7 | |
| DANN2019.03 | 88.7 | |
| CORAL2017.05 | 86.9 | |
| Source only2019.03 | 85.1 | |
| DA_assParameter tuning=Fixed2017.05 | 82.8 | |
| Source Only w/o BNBatch Normalization=false2017.02 | 79.2 | |
| Source Only2017.05 | 79 | |
| Source Only with BNBatch Normalization=true2017.02 | 75.7 |