Adversarial Robustness on CIFAR-10 (L2, eps=8/255) benchmark leaderboard · SOTA2 Research

Adversarial Robustness on CIFAR-10 (L2, eps=8/255)

77.64Robust Acc (AA)Stutz et al. (2020)

Evaluation Results

Method
Stutz et al. (2020)2021.02	77.64	39.54	-38.1	101	108	0.94	296
Stutz et al. (2020)2021.02	77.64	26.87	-50.77	101	205	0.49	659
Wu et al. (2020) RTS + Das et al. (2017) + Lee et al. (2018)2021.02	60.72	60.04	-0.68	621	210	2.96	585
Wang et al. (2019)2021.02	50.84	50.81	-0.03	734	372	1.97	755
Wu et al. (2020) RTS + Random Rotation2021.02	49.53	41.99	-7.54	255	462	0.55	900
Zhang & Wang (2019)2021.02	36.74	37.11	0.37	381	302	1.26	726
Grathwohl et al. (2020) + Random Rotation2021.02	22.29	13.45	-8.84	114	374	0.3	1,023
Grathwohl et al. (2020) + Das et al. (2017) + Lee et al. (2018)2021.02	15.27	5.24	-10.03	261	79	3.3	746
Hu et al. (2019)2021.02	6.25	3.07	-3.18	110	56	1.96	502
Xiao et al. (2020) ADV2021.02	5.4	2.31	-3.09	95	146	0.65	828
Grathwohl et al. (2020)2021.02	5.15	5.16	0.01	107	114	0.94	749