ResNet-50 (SGD, Step)

Adversarial4 results

• Adversarial RobustnessonImageNet-C

  mean Corruption Error (mCE)· 2021-11-10

  57.9

  best: 48 (DeiT-S (AdamW, Cosine))

  SOTA
  Are Transformers More Robust Than CNNs?arXiv:2111.05464
• Adversarial RobustnessonImageNet

  Accuracy· 2021-11-10

  76.9

  best: 77.4 (ResNet-50 (SGD, Cosine))
  Are Transformers More Robust Than CNNs?arXiv:2111.05464
• Adversarial RobustnessonStylized ImageNet

  Accuracy· 2021-11-10

  8.3

  best: 13 (DeiT-S (AdamW, Cosine))
  Are Transformers More Robust Than CNNs?arXiv:2111.05464
• Adversarial RobustnessonImageNet-A

  Accuracy· 2021-11-10

  3.2

  best: 12.2 (DeiT-S (AdamW, Cosine))
  Are Transformers More Robust Than CNNs?arXiv:2111.05464