Adversarial Robustness on ImageNet

Metric: Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	ResNet-50 (SGD, Cosine)	77.4	No	Are Transformers More Robust Than CNNs?	2021-11-10	Code
2	ResNet-50 (SGD, Step)	76.9	No	Are Transformers More Robust Than CNNs?	2021-11-10	Code
3	DeiT-S (AdamW, Cosine)	76.8	No	Are Transformers More Robust Than CNNs?	2021-11-10	Code
4	ResNet-50 (AdamW, Cosine)	76.4	No	Are Transformers More Robust Than CNNs?	2021-11-10	Code

#1ResNet-50 (SGD, Cosine)SOTA
77.4
Accuracy· 2021-11-10
Are Transformers More Robust Than CNNs?Code
#2ResNet-50 (SGD, Step)
76.9
Accuracy· 2021-11-10
Are Transformers More Robust Than CNNs?Code
#3DeiT-S (AdamW, Cosine)
76.8
Accuracy· 2021-11-10
Are Transformers More Robust Than CNNs?Code
#4ResNet-50 (AdamW, Cosine)
76.4
Accuracy· 2021-11-10
Are Transformers More Robust Than CNNs?Code