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ResearchFormerly WizWand

One-class classification on CelebA (test)

85.6AUCContrastive (DA)
50.03259.26668.577.734Nov 4, 2020Dec 8, 2020Jan 12, 2021Feb 16, 2021Mar 23, 2021Apr 27, 2021Jun 1, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Contrastive (DA)Classifier=KDE2020.1185.6
ContrastiveClassifier=KDE2020.1184.6
Contrastive (DA)Classifier=OC-SVM2020.1184.5
ContrastiveClassifier=OC-SVM2020.1183.5
ResNet-50 (ImageNet)Classifier=KDE2020.1182.4
ResNet-50 (ImageNet)Classifier=OC-SVM2020.1181.4
RotNetClassifier=KDE2020.1177.4
Rotation PredictionClassifier=KDE2020.1169.5
ReDecNN2021.0669.2
ReDecNN2021.0669.2
ReDecNNscore_function=Eq. 62021.0669.2
DenoisingClassifier=KDE2020.1167
DenoisingClassifier=OC-SVM2020.1166.8
MC-Dropout2021.0665.7
MC-Dropout2021.0665.7
MC-Dropoutscore_function=Eq. 62021.0665.7
Rotation PredictionClassifier=OC-SVM2020.1163.8
Ensemble2021.0660.5
Ensemble2021.0660.5
Ensemblescore_function=Eq. 62021.0660.5
BayesNN2021.0658.7
BayesNN2021.0658.7
BayesNNscore_function=Eq. 62021.0658.7
RotNetClassifier=Rotation Classifier2020.1151.4