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ResearchFormerly WizWand

Image Classification on CIFAR-100 (Top-1 Error Rate)

16.63Top-1 Error RateLPG-PGD (mean + varied)
16.312818.453920.59522.7361May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LPG-PGD (mean + varied)Backbone=WRN-28-102026.0516.63
LPG (mean + varied)Backbone=WRN-28-102026.0516.71
LPG (mean + fixed)Backbone=WRN-28-102026.0516.89
LPL (mean + varied)Backbone=WRN-28-102026.0517.08
LPL (mean + fixed)Backbone=WRN-28-102026.0517.22
SAMBackbone=WRN-28-102026.0517.45
ISDABackbone=WRN-28-102026.0517.56
LABackbone=WRN-28-102026.0517.69
MixupBackbone=WRN-28-102026.0517.82
Gradient NoiseBackbone=WRN-28-102026.0518.12
Label SmoothingBackbone=WRN-28-102026.0518.4
CEBackbone=WRN-28-102026.0518.85
LPG-PGD (mean + varied)Backbone=ResNet-1102026.0522.15
LPG (mean + varied)Backbone=ResNet-1102026.0522.28
LPG (mean + fixed)Backbone=ResNet-1102026.0522.42
LPL (mean + varied)Backbone=ResNet-1102026.0522.65
LPL (mean + fixed)Backbone=ResNet-1102026.0522.8
SAMBackbone=ResNet-1102026.0523.01
ISDABackbone=ResNet-1102026.0523.18
LABackbone=ResNet-1102026.0523.35
MixupBackbone=ResNet-1102026.0523.55
Gradient NoiseBackbone=ResNet-1102026.0523.89
Label SmoothingBackbone=ResNet-1102026.0524.12
CEBackbone=ResNet-1102026.0524.56