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ResearchFormerly WizWand

Image Classification on CIFAR10 (Accuracy Mean and Std Dev)

58.4Accuracy (Mean)Invariant Dropout
56.73657.16857.658.032Jul 5, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Invariant DropoutSub-model fraction (r)=0.85, Backbone=VGG-92023.0758.40.3
Invariant DropoutSub-model fraction (r)=0.95, Backbone=VGG-92023.0758.20.1
Ordered DropoutSub-model fraction (r)=0.95, Backbone=VGG-92023.0757.70.1
Ordered DropoutSub-model fraction (r)=0.75, Backbone=VGG-92023.0757.60.2
Random DropoutSub-model fraction (r)=0.95, Backbone=VGG-92023.0757.50.1
Invariant DropoutSub-model fraction (r)=0.65, Backbone=VGG-92023.0757.50.2
Invariant DropoutSub-model fraction (r)=0.5, Backbone=VGG-92023.0757.40.2
Ordered DropoutSub-model fraction (r)=0.65, Backbone=VGG-92023.0757.30.1
Random DropoutSub-model fraction (r)=0.65, Backbone=VGG-92023.0757.20.2
Random DropoutSub-model fraction (r)=0.5, Backbone=VGG-92023.0757.20.3
Ordered DropoutSub-model fraction (r)=0.5, Backbone=VGG-92023.0757.10.1
Invariant DropoutSub-model fraction (r)=0.75, Backbone=VGG-92023.0757.10.1
Random DropoutSub-model fraction (r)=0.75, Backbone=VGG-92023.07570.2
Ordered DropoutSub-model fraction (r)=0.85, Backbone=VGG-92023.07570.2
Random DropoutSub-model fraction (r)=0.85, Backbone=VGG-92023.0756.80.2