Image Classification on CIFAR-10 (Adversarial Robustness PGD/CW/AA) benchmark leaderboard · SOTA2 Research

Image Classification on CIFAR-10 (Adversarial Robustness PGD/CW/AA)

85.9Accuracy (Natural)PCG

Evaluation Results

Method	Links
PCG2025.01		85.9	58.3	—	—	55.9
LCG-GMM2025.01		85.8	57.6	—	—	55
Std. DDPM2025.01		85.7	61.8	—	—	58.4
LCG-KM2025.01		85.7	60.3	—	—	57.4
iGAT_DVERGE2023.10		85.48	42.53	44.5	57.77	39.48
LCG-GMM2025.01		85.3	55.8	—	—	52.6
iGAT_DVERGE2023.10		85.27	42.04	40.7	54.79	35.71
LCG-KM2025.01		85.2	56.5	—	—	53.1
DVERGE2023.10		85.12	41.39	43.4	57.33	39.2
iGAT_CLDL2023.10		85.05	45.45	42	58.22	37.14
iGAT_ADP2023.10		84.96	46.27	44.9	58.9	40.36
No Gen.2025.01		84.9	55.4	—	—	49.2
DVERGE2023.10		84.89	41.13	39.7	54.9	35.15
PCG2025.01		84.7	56.7	—	—	54.2
LCG-GMM2025.01		84.7	58.3	—	—	56.1
PCG2025.01		84.4	55.4	—	—	52.8
LCG-KM2025.01		84.2	57.9	—	—	55.6
CLDL2023.10		84.15	45.32	41.81	55.9	37.04
iGAT_CLDL2023.10		83.73	40.84	34.55	51.7	17.03
CLDL2023.10		83.69	39.34	32.8	51.63	15.3
TRS2023.10		83.15	12.32	10.32	39.21	9.1
TRS2023.10		82.67	11.89	10.78	37.12	7.66
SoE2023.10		82.36	32.51	23.88	41.04	18.37
SoE2023.10		82.19	38.54	37.59	59.69	32.68
ADP2023.10		82.14	39.63	38.9	52.93	35.53
iGAT_SoE2023.10		81.19	31.98	24.01	40.67	19.65
iGAT_SoE2023.10		81.05	40.58	39.65	57.91	34.5
GAL2023.10		80.85	41.72	41.2	54.94	36.76
iGAT_ADP2023.10		80.72	39.37	35	48.36	29.83
GAL2023.10		80.65	31.95	27.8	50.68	9.26
ADP2023.10		80.08	36.62	34.6	47.69	27.72