One-class Classification on cat-vs-dog
0.896AUCContrastive (DA)
Evaluation Results
| Method | Links | |
|---|---|---|
| Contrastive (DA)Test time data augmentation=false, Backbone=ResNet-182020.11 | 0.896 | |
| Contrastive (DA)Classifier=OC-SVM2020.11 | 0.896 | |
| Contrastive (DA)Classifier=KDE2020.11 | 0.896 | |
| Golan and El-YanivTest time data augmentation=true2020.11 | 0.888 | |
| ContrastiveClassifier=OC-SVM2020.11 | 0.877 | |
| ContrastiveClassifier=KDE2020.11 | 0.877 | |
| Rotation predictionTest time data augmentation=false, Backbone=ResNet-182020.11 | 0.864 | |
| RotNetClassifier=KDE2020.11 | 0.864 | |
| Rotation PredictionClassifier=KDE2020.11 | 0.864 | |
| RotNetClassifier=Rotation Classifier2020.11 | 0.861 | |
| Rotation PredictionClassifier=OC-SVM2020.11 | 0.861 | |
| ResNet-50 (ImageNet)Classifier=KDE2020.11 | 0.746 | |
| ResNet-50 (ImageNet)Classifier=OC-SVM2020.11 | 0.745 | |
| DenoisingClassifier=OC-SVM2020.11 | 0.573 | |
| DenoisingClassifier=KDE2020.11 | 0.573 |