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

Image Classification on CIFAR-10 Long-Tailed (test) (Adversarial Robustness)

77.27Clean AccuracyAT-BSL-AuA

Evaluation Results

Method	Links
AT-BSL-AuA2024.03		77.27	44.73	38.06	37.14	39.05	35.11
AT-BSL-AuA2024.03		75.17	46.18	40.84	38.82	39.23	37.15
TAET2025.03		74.67	39.59	35.15	57.59	—	30.57
AT-BSL2024.03		73.19	41.84	35.6	34.86	35.99	32.8
REAT2024.03		73.16	41.32	35.94	35.28	35.67	33.2
RoBal2024.03		72.82	41.34	36.42	32.48	31.95	30.49
AT-BSL2025.03		72.74	34.13	26.86	15.67	—	25.26
AT-BSL-RA2024.03		71.83	42.62	37.15	35.37	35.5	33.44
AT-BSL-RA2024.03		70.86	43.06	37.94	36.24	36.04	34.24
RoBal2024.03		70.85	35.95	27.74	27.59	26.76	25.71
RoBal2024.03		70.34	40.5	35.93	31.05	31.1	29.54
RoBal2024.03		70	36.18	29	27.67	26.98	25.63
AT-BSL2024.03		68.89	40.08	35.27	33.47	33.46	31.78
REAT2024.03		67.76	34.51	27.75	28.17	31.82	26.66
AT-BSL2024.03		67.63	35.2	28.65	28.91	31.35	26.97
REAT2024.03		67.58	36.99	30.93	30.83	31.62	28.61
REAT2024.03		67.38	40.13	35.83	33.88	33.66	32.2
AT-BSL2024.03		65.95	33.29	27.23	27.87	31	26.45
GAIRAT2024.03		59.89	33.47	30.4	26.69	26.71	25.38
AT2024.03		59.21	31.88	27.88	28.19	29.81	27.07
AT2024.03		58.25	29.77	25.29	25.71	29.83	24.94
LAS-AT2024.03		58.19	32.98	28.89	28.75	28.58	27.9
LAS-AT2024.03		57.52	33.66	29.86	29.6	29.44	28.84
GAIRAT2024.03		56.37	29.41	27.25	23.94	23.95	23.15
TRADES2024.03		53.85	30.44	26.23	26.57	26.77	25.59
LAS-AT2024.03		53.5	33.14	30.09	29.13	28.84	28.3
AT2024.03		52.91	29.29	25.15	25.58	27.13	24.23
LAS-AT2024.03		52.81	33.35	30.32	29.57	29.15	28.53
MART2024.03		52.48	33.95	31.09	29.64	29.43	28.67
TRADES2024.03		51.28	31.58	28.7	28.45	28.36	27.72
AWP2024.03		50.91	34.28	31.85	31.23	31.01	30.06
GAIRAT2024.03		50.83	30.2	27.46	21.65	21.23	20.41
GAIRAT2024.03		50.66	28.44	25.6	19.68	19.22	18.26
AT2024.03		49.35	30.09	27.3	26.93	27.08	25.76
AWP2024.03		49.29	33.78	31.2	30.53	30.36	29.53
MART2024.03		49.13	34.33	32.32	30.73	30.13	29.6
MART2024.03		48.8	32.6	29.78	28.45	28.12	27.3
AWP2024.03		48.65	33.21	31.07	30.33	30.14	29.4
MART2024.03		48.61	32.75	30.29	28.82	28.46	27.73
AWP2024.03		47.75	32.77	30.83	30.01	29.68	29.12
TRADES2024.03		43.75	29.06	27.05	26.1	25.93	25.78
TRADES2024.03		43.61	29.18	27.81	26.73	26.58	26.41