ML Research Wiki / Benchmarks / Adversarial Defense / CIFAR-10

CIFAR-10

Adversarial Defense Benchmark

Performance Over Time

📊 Showing 8 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 WRN-28-10 📚 Language Guided Adversarial Purification 90.03 2023-09-19 📦 Visual-Conception-Group/LGAP
2 Diffusion Classifier Robust Classification via a Single Diffusion Model 89.85 2023-05-24 📦 huanranchen/diffusionclassifier 📦 huanranchen/AdversarialAttacks 📦 huanranchen/AdversarialAttacks
3 Stochastic-LWTA/PGD/WideResNet-34-10 Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness 84.30 2021-12-05 📦 konpanousis/adversarial-lwta-autoattack
4 Ours (Stochastic-LWTA/PGD/WideResNet-34-5) Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness 83.40 2021-12-05 📦 konpanousis/adversarial-lwta-autoattack
5 Ours (Stochastic-LWTA/PGD/WideResNet-34-1) Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness 81.87 2021-12-05 📦 konpanousis/adversarial-lwta-autoattack
6 ResNet18 (TRADES-ANCRA/PGD-40) Enhancing Robust Representation in Adversarial Training: Alignment and Exclusion Criteria 81.70 2023-10-05 📦 changzhang777/ancra
7 Stochastic-LWTA/PGD/WideResNet-34-5 Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness 81.22 2021-12-05 📦 konpanousis/adversarial-lwta-autoattack
8 PCL (against PGD, white box) Adversarial Defense by Restricting the Hidden Space of Deep Neural Networks 46.70 2019-04-01 📦 aamir-mustafa/pcl-adversarial-defense

All Papers (8)

Visual-Conception-Group/LGAP
huanranchen/diffusionclassifier huanranchen/AdversarialAttacks huanranchen/AdversarialAttacks
konpanousis/adversarial-lwta-autoattack
konpanousis/adversarial-lwta-autoattack
konpanousis/adversarial-lwta-autoattack
changzhang777/ancra
konpanousis/adversarial-lwta-autoattack
aamir-mustafa/pcl-adversarial-defense