Stochastic-LWTA/PGD/WideResNet-34-10

Reported on 5 benchmarks across 2 tasks · 1 paper · 5 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Adversarial5 results

Adversarial DefenseonCIFAR-10
Accuracy· 2021-12-05
84.3
best: 90.03 (WRN-28-10)
SOTA
Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness arXiv:2112.02671
Adversarial DefenseonCIFAR-10
Attack: AutoAttack· 2021-12-05
82.6
SOTA
Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness arXiv:2112.02671
Adversarial RobustnessonCIFAR-10
Accuracy· 2021-12-05
92.26
best: 95.23 (Mixed classifier)
SOTA
Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness arXiv:2112.02671
Adversarial RobustnessonCIFAR-10
Attack: AutoAttack· 2021-12-05
82.6
SOTA
Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness arXiv:2112.02671
Adversarial RobustnessonCIFAR-10
Robust Accuracy· 2021-12-05
84.3
SOTA
Stochastic Local Winner-Takes-All Networks Enable Profound Adversarial Robustness arXiv:2112.02671