Image Classification on CIFAR-10 (test) (FGSM/PGD Robustness Profile) benchmark leaderboard · SOTA2 Research

Image Classification on CIFAR-10 (test) (FGSM/PGD Robustness Profile)

95.29Standard Accuracy (SA)ResNet-50

Updated 5mo ago

Evaluation Results

Method	Links
ResNet-502025.12		95.29	52.68	51.54	46.01	35.04	25.46	19.26	16.25	13.87	12.14	46.2	45.68	45.53	45.44	45.45
DenseNet-1692025.12		95.1	55.32	54.57	48.63	36.38	25.21	18.57	15	12.88	11.9	47.55	46.99	46.81	46.72	46.81
GoogLeNet2025.12		95.01	53.83	51.53	46.96	33.59	22.7	16.61	13.83	11.69	10.91	39.6	38.59	38.53	38.48	38.49
Inception-V32025.12		94.78	58	56.77	52.05	41.99	29.99	21.89	16.53	13.61	11.97	47.21	45.51	45.01	44.68	44.8
MobileNet-V22025.12		94.2	55.05	53.79	49.31	36.67	24.7	18.31	15.38	13.39	12.19	45.77	45.2	45.14	45.17	45.08
Xception2025.12		93.48	51.41	50.2	47.69	37.72	26.35	18.45	14.21	12.32	10.96	41.36	40.58	40.44	40.3	40.3
VGG-192025.12		93.18	52.08	50.92	48.52	41.53	29.22	20.22	16.06	13.7	12	42.66	41.91	41.72	41.8	41.8
ResNet-182025.12		92.35	52.32	48.19	40.97	30.28	21.38	15.61	12.72	11.61	11	37.72	37.28	37.1	37.02	36.95
DWF2025.12		91.08	82.83	79.66	74.76	69.01	63.6	58.4	52.97	47.34	41.24	65.51	64.7	64.52	64.42	64.37
ADVMoE2025.12		88.27	79.39	62.09	40.88	23.9	16.53	15.47	15.98	16.07	16.4	47.69	44.95	44.36	44.11	44.01
SoE2025.12		81.69	70.23	66.22	60.27	52.65	44.62	38.26	32.96	28.74	25.74	62.27	62.34	62.31	62.31	62.31