Image Classification on CIFAR-10.1 1.0 (test)
78.5AccuracyCascaded Randomized Smoothing
Evaluation Results
| Method | Links | |
|---|---|---|
| Cascaded Randomized Smoothingσ=0.25-0.50, Backbone=ViT-B/16@2242023.10 | 78.5 | |
| Gaussianσ=0.25, Backbone=ViT-B/16@2242023.10 | 76.7 | |
| Cascaded Randomized Smoothingσ=0.25-1.00, Backbone=ViT-B/16@2242023.10 | 74.5 | |
| Carlini et al.σ=1.00, Backbone=ViT-B/16@2242023.10 | 73 | |
| Gaussianσ=0.50, Backbone=ViT-B/16@2242023.10 | 71 | |
| Diffusion Calibrationσ=0.25, Backbone=ViT-B/16@2242023.10 | 69.2 | |
| Gaussianσ=1.00, Backbone=ViT-B/16@2242023.10 | 68.3 | |
| Consistencyσ=0.25, Backbone=ViT-B/16@2242023.10 | 67.6 | |
| Carlini et al.σ=0.25, Backbone=ViT-B/16@2242023.10 | 67.6 | |
| Carlini et al.σ=0.50, Backbone=ViT-B/16@2242023.10 | 64.3 | |
| Diffusion Calibrationσ=0.50, Backbone=ViT-B/16@2242023.10 | 63.7 | |
| Diffusion Calibrationσ=1.00, Backbone=ViT-B/16@2242023.10 | 60.9 | |
| Consistencyσ=0.50, Backbone=ViT-B/16@2242023.10 | 59.6 | |
| Consistencyσ=1.00, Backbone=ViT-B/16@2242023.10 | 53.6 |