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ResearchFormerly WizWand

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