OpenCodePapers
adversarial-robustness-on-imagenet-c
Adversarial Robustness
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
Show papers without code
Paper
Code
mean Corruption Error (mCE)
↕
ModelName
ReleaseDate
↕
DINOv3
✓ Link
19.6
DINOv3 (7B)
2025-08-13
DINOv2: Learning Robust Visual Features without Supervision
✓ Link
28.2
DINOv2 (ViT-g/14)
2023-04-14
Gain from Neighbors: Boosting Model Robustness in the Wild via Adversarial Perturbations Toward Neighboring Classes
39.8
GFN (FAN)
2025-06-11
Dynamic Group Normalization: Spatio-Temporal Adaptation to Evolving Data Statistics
45.74
Dynamic Group Normalization (DGN)
2025-06-11
Are Transformers More Robust Than CNNs?
✓ Link
48.0
DeiT-S (AdamW, Cosine)
2021-11-10
FastViT: A Fast Hybrid Vision Transformer using Structural Reparameterization
✓ Link
49.9
FastViT-MA36
2023-03-24
Fourier-basis Functions to Bridge Augmentation Gap: Rethinking Frequency Augmentation in Image Classification
✓ Link
52.8
CCT + PRIME + AFA
2024-03-04
Are Transformers More Robust Than CNNs?
✓ Link
56.9
ResNet-50 (SGD, Cosine)
2021-11-10
Are Transformers More Robust Than CNNs?
✓ Link
57.9
ResNet-50 (SGD, Step)
2021-11-10
Are Transformers More Robust Than CNNs?
✓ Link
59.3
ResNet-50 (AdamW, Cosine)
2021-11-10
×