Image Classification on CIFAR10 (Accuracy Mean and Std Dev)
58.4Accuracy (Mean)Invariant Dropout
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Invariant DropoutSub-model fraction (r)=0.85, Backbone=VGG-92023.07 | 58.4 | 0.3 | |
| Invariant DropoutSub-model fraction (r)=0.95, Backbone=VGG-92023.07 | 58.2 | 0.1 | |
| Ordered DropoutSub-model fraction (r)=0.95, Backbone=VGG-92023.07 | 57.7 | 0.1 | |
| Ordered DropoutSub-model fraction (r)=0.75, Backbone=VGG-92023.07 | 57.6 | 0.2 | |
| Random DropoutSub-model fraction (r)=0.95, Backbone=VGG-92023.07 | 57.5 | 0.1 | |
| Invariant DropoutSub-model fraction (r)=0.65, Backbone=VGG-92023.07 | 57.5 | 0.2 | |
| Invariant DropoutSub-model fraction (r)=0.5, Backbone=VGG-92023.07 | 57.4 | 0.2 | |
| Ordered DropoutSub-model fraction (r)=0.65, Backbone=VGG-92023.07 | 57.3 | 0.1 | |
| Random DropoutSub-model fraction (r)=0.65, Backbone=VGG-92023.07 | 57.2 | 0.2 | |
| Random DropoutSub-model fraction (r)=0.5, Backbone=VGG-92023.07 | 57.2 | 0.3 | |
| Ordered DropoutSub-model fraction (r)=0.5, Backbone=VGG-92023.07 | 57.1 | 0.1 | |
| Invariant DropoutSub-model fraction (r)=0.75, Backbone=VGG-92023.07 | 57.1 | 0.1 | |
| Random DropoutSub-model fraction (r)=0.75, Backbone=VGG-92023.07 | 57 | 0.2 | |
| Ordered DropoutSub-model fraction (r)=0.85, Backbone=VGG-92023.07 | 57 | 0.2 | |
| Random DropoutSub-model fraction (r)=0.85, Backbone=VGG-92023.07 | 56.8 | 0.2 |