Image Classification on CIFAR-100 WRN34-10 (test) benchmark leaderboard · SOTA2 Research

Image Classification on CIFAR-100 WRN34-10 (test)

78.89SA Success RateNatural Training

Evaluation Results

Method	Links
Natural Training2026.01		78.89	0.04	0.01	0	0	4.9
GAT2026.01		65.71	25.92	25.05	24.32	22.44	9.93
FGSM-RS2026.01		62.48	26.8	25.46	24.7	23.25	5.97
FGSM-PGI(MEP)2026.01		61.95	30.3	29.26	28.2	25.8	5.86
TRADES2026.01		61.14	31.55	31.16	30.62	27.17	40.54
FGSM-UAP2026.01		61	29.49	28.55	27.68	24.87	7.52
FGSM-CKPT2026.01		60.66	8.89	7.25	5.31	3.16	8.21
FGSM-GA2026.01		60.44	27.48	26.45	25.78	23.92	20.7
FGSM-PGI(MEP) + QUB-decreasing2026.01		59.22	30.38	29.43	28.77	26.2	8.29
FGSM-UAP + QUB-decreasing2026.01		59.19	29.97	29.39	28.85	26.03	9.91
N-FGSM2026.01		58.85	29.08	28.36	27.84	25.34	3.48
PGD AT2026.01		58.56	29.95	29.37	28.98	25.7	24.2
ELLE-A2026.01		55.24	29.63	29.71	29.28	22.92	8.5
ELLE-A + QUB-decreasing2026.01		54.02	26.43	26.12	25.48	18.64	9.96
FGSM-GA + QUB-decreasing2026.01		53.6	30.16	29.64	29.13	25.85	23.87
N-FGSM + QUB-decreasing2026.01		53.1	30.88	30.49	30.15	26.41	5.04
PGD AT + QUB-decreasing2026.01		52.98	31.41	31.11	30.85	27.2	26.63
FGSM-CKPT + QUB-decreasing2026.01		51.82	18.95	18.02	17.4	15.79	11.26
NuAT2026.01		49.43	20.45	18.44	16.41	16.94	9.53
Free-AT2026.01		48.74	21.82	21.38	21	18.45	2.15
Free-AT + QUB-decreasing2026.01		44.13	24.7	24.4	23.92	21.01	4.28
FGSM-RS + QUB-decreasing2026.01		38.24	19.54	19.42	19.26	15.86	7.44