Image Classification on CIFAR-10 standard (test) (Comprehensive Adversarial Robustness) benchmark leaderboard · SOTA2 Research

Image Classification on CIFAR-10 standard (test) (Comprehensive Adversarial Robustness)

87.53Accuracy (Natural)ATHF

Evaluation Results

Method	Links
ATHF2023.12		87.53	65.76	60.06	59.87	57.64	60.18	56.55	55.58
AWPHF2023.12		86.41	64.18	62.23	62.06	57.42	60.94	56.22	54.95
ATPGD2023.12		86.4	61.83	55.6	55.19	54.59	55.7	52.95	52.06
AWP2023.12		85.65	62.75	58.82	58.69	55.56	59.24	55.39	53.61
TRADESHF2023.12		85.38	63.8	61.12	61.03	55.88	61.16	55.62	55.05
HELPHF2023.12		85.21	64.29	62.54	62.21	57.73	61.25	56.71	55.21
MARTHF2023.12		84.76	64.03	61.63	61.47	56.18	60.73	55.23	54.77
MART2023.12		83.98	61.32	58.43	58.12	54.74	58.07	53.64	52.36
HELP2023.12		83.69	62.63	59.48	59.11	55.82	60.02	55.4	53.98
TRADES2023.12		83.68	61.78	59.31	59.25	54.29	59.31	54.02	53.46
ATHF2023.12		81.88	60.04	56.39	56.23	52.6	56.46	51.64	50.61
ATPGD2023.12		81.66	57.51	52.64	52.51	50.29	52.83	49.04	48.25
HELPHF2023.12		81.27	60.04	57.82	57.5	52.91	57.05	51.24	50.31
TRADES2023.12		81.24	59.24	55.71	55.37	50.45	55.63	49.95	49.2
AWPHF2023.12		81.17	59.83	55.95	55.87	52.31	56.27	51.82	50.28
MARTHF2023.12		81.14	59.73	57.24	56.97	51.11	56.36	51.61	50.74
AWP2023.12		80.81	59.38	55.59	55.47	51.89	55.7	51.04	50.06
HELP2023.12		80.75	59.57	56.41	56.13	52.34	56.18	50.63	49.76
MART2023.12		80.63	59.54	56.16	55.86	50.31	55.41	50.47	49.62
TRADESHF2023.12		80.39	59.61	57.41	57.12	51.2	56.95	50.96	50.35