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

77.64Robust Acc (AA)

Stutz et al. (2020)

Updated 4d ago

Evaluation Results

Method	Links
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 Rotation 2021.02		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 Rotation 2021.02		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) ADV 2021.02		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