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ResearchFormerly WizWand

Robustness Image Classification on ImageNet-A

49.2Top-1 AccuracyAPolyNeXt-L
20.49627.94835.442.852May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
APolyNeXt-LModel Scale=Large models (~50–90M params), Activation-free=true, Fine-tuned=false2026.0549.2
CPolyNeXt-LModel Scale=Large models (~50–90M params), Activation-free=true, Fine-tuned=false2026.0548.3
CAFormer-M36Model Scale=Large models (~50–90M params), Activation-free=false, Fine-tuned=false2026.0545.6
APolyNeXt-BModel Scale=Medium models (~35–50M params), Activation-free=true, Fine-tuned=false2026.0545.5
CPolyNeXt-BModel Scale=Medium models (~35–50M params), Activation-free=true, Fine-tuned=false2026.0542.8
CAFormer-S36Model Scale=Medium models (~35–50M params), Activation-free=false, Fine-tuned=false2026.0540.9
APolyNeXt-SModel Scale=Small models (~25–30M params), Activation-free=true, Fine-tuned=false2026.0539.6
ConvFormer-M36Model Scale=Large models (~50–90M params), Activation-free=false, Fine-tuned=false2026.0537.6
ConvNeXt-BModel Scale=Large models (~50–90M params), Activation-free=false, Fine-tuned=false2026.0536.7
Swin-BModel Scale=Large models (~50–90M params), Activation-free=false, Fine-tuned=false2026.0535.8
CPolyNeXt-SModel Scale=Small models (~25–30M params), Activation-free=true, Fine-tuned=false2026.0535.1
CAFormer-S18Model Scale=Small models (~25–30M params), Activation-free=false, Fine-tuned=false2026.0533.5
ConvFormer-S36Model Scale=Medium models (~35–50M params), Activation-free=false, Fine-tuned=false2026.0533.2
Swin-SModel Scale=Medium models (~35–50M params), Activation-free=false, Fine-tuned=false2026.0532.3
ConvNeXt-SModel Scale=Medium models (~35–50M params), Activation-free=false, Fine-tuned=false2026.0531.2
ConvFormer-S18Model Scale=Small models (~25–30M params), Activation-free=false, Fine-tuned=false2026.0525.3
ConvNeXt-TModel Scale=Small models (~25–30M params), Activation-free=false, Fine-tuned=false2026.0524.2
Swin-TModel Scale=Small models (~25–30M params), Activation-free=false, Fine-tuned=false2026.0521.6