Image Classification on CIFAR-100 (test) (Adversarial Robustness and Timing) benchmark leaderboard · SOTA2 Research

Image Classification on CIFAR-100 (test) (Adversarial Robustness and Timing)

76.92SANatural Training

Evaluation Results

Method	Links
Natural Training2026.01		76.92	0.02	0.02	0	0	0.92
FGSM-CKPT2026.01		69.79	12.68	9.55	7.39	5.71	1.34
FGSM-CKPT + QUB-decreasing2026.01		63.16	24.97	23.96	23.27	21.54	2.16
GAT2026.01		59.92	28.37	27.76	27.09	22.87	2.81
TRADES2026.01		57.69	30.22	29.78	29.15	25.06	7.17
FGSM-UAP2026.01		56.57	28.83	28.23	27.66	24.39	3.7
FGSM-GA2026.01		56.38	28.37	27.55	26.98	23.43	3.03
FGSM-PGI(MEP)2026.01		55.69	29.21	28.55	28.23	24.48	2.83
PGD AT2026.01		55.52	29.14	28.85	28.38	24.22	5.66
N-FGSM2026.01		55.4	27.18	26.69	26.25	23.36	1.21
FGSM-UAP + QUB-decreasing2026.01		55.01	29.28	29.13	28.76	25.15	4.25
NuAT2026.01		54.9	25.5	22.14	19.44	18.79	3.01
ELLE-A2026.01		54.36	25.53	24.8	23.92	21.03	1.15
FGSM-PGI(MEP) + QUB-decreasing2026.01		53.68	29.78	29.2	28.77	24.92	3.46
PGD AT + QUB-decreasing2026.01		53.49	29.98	29.61	29.25	25.4	6.29
ELLE-A + QUB-decreasing2026.01		52.13	27.39	26.81	26.39	22.93	1.3
N-FGSM + QUB-decreasing2026.01		51.99	30.46	30.14	29.78	25.82	1.97
FGSM-GA + QUB-decreasing2026.01		51.11	29.09	29.46	29.12	25.11	3.28
Free-AT2026.01		48.42	23.27	22.85	22.56	19.03	0.3
FGSM-RS2026.01		45.39	19.98	19.41	18.87	15.93	1.16
Free-AT + QUB-decreasing2026.01		44.36	23.85	23.61	23.49	19.71	0.56
FGSM-RS + QUB-decreasing2026.01		33.57	19.86	18.62	18.48	15.16	1.6