Adversarial Robustness Evaluation on SVHN (test) benchmark leaderboard · SOTA2 Research

Adversarial Robustness Evaluation on SVHN (test)

93.37Accuracy (Natural)AT

Evaluation Results

Method	Links
AT2025.04		93.37	—	—	—	58.85	—	—	50.14	56.27	59.8	1
HARP2025.04		93.22	—	—	—	52.96	—	—	44.73	55.53	56.16	1.77
AT_HF2023.12		93.16	68.21	60.46	57.92	43.41	46.79	43.7	42.88	—	—	—
EED2025.04		93.15	—	—	—	58.37	—	—	50.18	55.74	56.05	1.85
EED2025.04		93.14	—	—	—	53.12	—	—	51.49	57.19	60.27	1.77
AT2025.04		93.06	—	—	—	55.36	—	—	52.28	57.64	61.49	1
TwinRep2025.04		92.96	—	—	—	56.26	—	—	44.73	53.83	48.61	1.78
MAD2025.04		92.84	—	—	—	59.8	—	—	39.87	51.65	44.72	1.7
HELP_HF2023.12		92.79	69.7	61.64	58.64	43.38	46.85	43.34	41.83	—	—	—
HARP2025.04		92.6	—	—	—	57.28	—	—	45.89	54.16	51.24	1.8
TwinRep2025.04		92.6	—	—	—	51.24	—	—	49.06	54.61	56.58	1.75
AT_HF2023.12		92.56	67.69	59.12	57.03	42.47	45.5	41.64	40.83	—	—	—
AT_PGD2023.12		92.06	64.75	55.26	53.17	36.32	38.87	36.46	35.81	—	—	—
HELP_HF2023.12		91.79	66.04	59.6	57.77	42.86	45.52	41.78	41.23	—	—	—
AWP_HF2023.12		91.69	68.63	61.68	60.89	41.58	47.82	42.04	41.24	—	—	—
AWP_HF2023.12		91.56	69.58	62.85	61.52	42.72	49.36	44.22	43.03	—	—	—
HELP2023.12		91.34	67.65	57.32	54.93	37.26	42.15	38.71	37.89	—	—	—
TRADES_HF2023.12		91.31	68.74	61.13	59.72	41.37	46.94	41.05	40.56	—	—	—
HYDRA2025.04		91.06	—	—	—	55.13	—	—	47.62	52.22	46.13	1.74
MART_HF2023.12		91.02	69.45	62.41	60.62	42.36	48.27	41.82	41.29	—	—	—
HYDRA2025.04		90.82	—	—	—	52.63	—	—	46.3	53.66	53.42	1.72
TRADES_HF2023.12		90.73	69.3	62.23	60.33	43.65	47.34	43.35	41.18	—	—	—
MART_HF2023.12		90.71	67.64	60.21	58.37	40.18	47.07	40.93	40.1	—	—	—
AT_PGD2023.12		90.46	61.62	52.79	50.19	35.03	37.64	34.6	34.1	—	—	—
HELP2023.12		90.34	62.65	56.05	53.87	36.23	40.67	34.97	34.64	—	—	—
AWP2023.12		90.24	65.5	60.23	58.21	37.83	43.72	39.62	38.86	—	—	—
Flying Bird2025.04		90.21	—	—	—	57.3	—	—	42.01	52.06	52.23	1.76
Flying Bird2025.04		90.11	—	—	—	52.81	—	—	49.18	53.29	50.78	1.73
MAD2025.04		89.94	—	—	—	53.03	—	—	40.31	49.46	47.37	1.69
MART2023.12		89.67	66.36	58.64	57.51	36.44	43.52	37.96	37.12	—	—	—
AWP2023.12		89.64	64.05	59.03	57.76	36.51	42.45	37.74	36.89	—	—	—
MART2023.12		89.13	63.19	57.46	55.4	35.84	41.67	35.62	35.15	—	—	—
TRADES2023.12		88.9	66.49	59.27	57.23	37.72	43.18	38.21	37.31	—	—	—
TRADES2023.12		88.23	63.9	58.26	56.91	36.12	41.56	36.02	35.52	—	—	—
RST2025.04		82.39	—	—	—	52.65	—	—	36.35	46.29	39.27	1.83
RST2025.04		82.39	—	—	—	43.58	—	—	45.52	41.94	38.81	1.81
R-ADMM2025.04		74.81	—	—	—	52.62	—	—	37.4	49.73	43.4	1.63
R-ADMM2025.04		65.4	—	—	—	48.92	—	—	44.64	48.39	49.85	1.66