List your company
ResearchFormerly WizWand

One-class Classification on cat-vs-dog

0.896AUCContrastive (DA)
0.560080.647290.73450.82171Nov 4, 2020
Updated 8mo ago

Evaluation results

MethodLinks
Contrastive (DA)Test time data augmentation=false, Backbone=ResNet-182020.110.896
Contrastive (DA)Classifier=OC-SVM2020.110.896
Contrastive (DA)Classifier=KDE2020.110.896
Golan and El-YanivTest time data augmentation=true2020.110.888
ContrastiveClassifier=OC-SVM2020.110.877
ContrastiveClassifier=KDE2020.110.877
Rotation predictionTest time data augmentation=false, Backbone=ResNet-182020.110.864
RotNetClassifier=KDE2020.110.864
Rotation PredictionClassifier=KDE2020.110.864
RotNetClassifier=Rotation Classifier2020.110.861
Rotation PredictionClassifier=OC-SVM2020.110.861
ResNet-50 (ImageNet)Classifier=KDE2020.110.746
ResNet-50 (ImageNet)Classifier=OC-SVM2020.110.745
DenoisingClassifier=OC-SVM2020.110.573
DenoisingClassifier=KDE2020.110.573