One-class classification on CelebA (test)
85.6AUCContrastive (DA)
Evaluation Results
| Method | Links | |
|---|---|---|
| Contrastive (DA)Classifier=KDE2020.11 | 85.6 | |
| ContrastiveClassifier=KDE2020.11 | 84.6 | |
| Contrastive (DA)Classifier=OC-SVM2020.11 | 84.5 | |
| ContrastiveClassifier=OC-SVM2020.11 | 83.5 | |
| ResNet-50 (ImageNet)Classifier=KDE2020.11 | 82.4 | |
| ResNet-50 (ImageNet)Classifier=OC-SVM2020.11 | 81.4 | |
| RotNetClassifier=KDE2020.11 | 77.4 | |
| Rotation PredictionClassifier=KDE2020.11 | 69.5 | |
| ReDecNN2021.06 | 69.2 | |
| ReDecNN2021.06 | 69.2 | |
| ReDecNNscore_function=Eq. 62021.06 | 69.2 | |
| DenoisingClassifier=KDE2020.11 | 67 | |
| DenoisingClassifier=OC-SVM2020.11 | 66.8 | |
| MC-Dropout2021.06 | 65.7 | |
| MC-Dropout2021.06 | 65.7 | |
| MC-Dropoutscore_function=Eq. 62021.06 | 65.7 | |
| Rotation PredictionClassifier=OC-SVM2020.11 | 63.8 | |
| Ensemble2021.06 | 60.5 | |
| Ensemble2021.06 | 60.5 | |
| Ensemblescore_function=Eq. 62021.06 | 60.5 | |
| BayesNN2021.06 | 58.7 | |
| BayesNN2021.06 | 58.7 | |
| BayesNNscore_function=Eq. 62021.06 | 58.7 | |
| RotNetClassifier=Rotation Classifier2020.11 | 51.4 |