Adversarial Robustness Evaluation on CIFAR-10 (test) benchmark leaderboard · SOTA2 Research

Adversarial Robustness Evaluation on CIFAR-10 (test)

93.3Accuracy (Natural)NT

Evaluation Results

Method	Links
NT2023.03		93.3	0.01	0.02	0.05	0	0	0	0	0.87	0.28	0
Generalist2023.03		91.03	56.88	56.92	58.87	57.23	53.94	55.8	53	53.65	63.1	52.91
FAT2023.03		89.65	48.74	48.69	48.24	52.11	48.5	48.81	46.7	46.17	51.51	44.73
AT2023.03		89.27	48.95	48.86	51.35	49.56	45.98	47.66	44.89	46.42	56.83	44.81
IAT2023.03		87.93	50.55	50.72	52.37	48.71	47.71	46.55	43.84	45.78	56.52	43.8
AT2023.03		87.32	49.01	48.83	48.25	52.8	48.83	49	46.34	48.17	54.26	46.11
RST2023.03		87.27	46.55	46.76	47.02	45.99	45.73	46.58	45.78	43.18	52.44	41.52
TRADES2023.03		87.2	51.33	51.65	52.47	53.19	51.6	51.88	49.97	50.01	54.83	49.81
TRADES2023.03		85.11	54.58	54.82	55.67	54.91	54.89	55.5	52.71	52.61	57.62	52.19