ML Research Wiki / Benchmarks / Adversarial Robustness / ImageNet-A

ImageNet-A

Adversarial Robustness Benchmark

Performance Over Time

📊 Showing 4 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 DeiT-S (AdamW, Cosine) Are Transformers More Robust Than CNNs? 12.20 2021-11-10 📦 ytongbai/ViTs-vs-CNNs
2 ResNet-50 (SGD, Cosine) Are Transformers More Robust Than CNNs? 3.30 2021-11-10 📦 ytongbai/ViTs-vs-CNNs
3 ResNet-50 (SGD, Step) Are Transformers More Robust Than CNNs? 3.20 2021-11-10 📦 ytongbai/ViTs-vs-CNNs
4 ResNet-50 (AdamW, Cosine) Are Transformers More Robust Than CNNs? 3.10 2021-11-10 📦 ytongbai/ViTs-vs-CNNs

All Papers (4)