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Image Classification on CIFAR-10 (test) (L-p Norm Robustness)

95.9Clean AccuracyAT-EDM-l_2
74.777680.261385.74591.2287May 24, 2023
Updated 8mo ago

Evaluation results

MethodLinks
AT-EDM-l_2Architecture=WRN70-16, NFEs=1, Real Time (s)=0.012023.0595.953.3284.7769.05
HybViTArchitecture=ViT, NFEs=1, Real Time (s)=0.012023.0595.9000
SBGCArchitecture=UNet, NFEs=30TK, Real Time (s)=15.782023.0595.04000
LMArchitecture=WRN70-16, NFEs=1+NT, Real Time (s)=2.502023.0595.042.3412.57.42
DCArchitecture=UNet, NFEs=TK, Real Time (s)=9.762023.0593.5535.9476.9555.45
AT-EDM-l_infArchitecture=WRN70-16, NFEs=1, Real Time (s)=0.012023.0593.3670.969.7370.32
AT-DDPM-l_2Architecture=WRN70-16, NFEs=1, Real Time (s)=0.012023.0593.1649.4181.0565.23
RDCArchitecture=UNet, NFEs=NT+TK, Real Time (s)=12.262023.0593.1673.2480.2776.76
JEMArchitecture=WRN28-10, NFEs=1, Real Time (s)=0.012023.0592.98.226.3717.29
DiffPuret*=0.1, Architecture=UNet, NFEs=101, Real Time (s)=0.602023.0590.9744.5372.6558.59
Schwinn et al.Architecture=WRN70-16, NFEs=KN, Real Time (s)=n/a2023.0590.777172.8771.94
RDCArchitecture=UNet, NFEs=N+T, Real Time (s)=1.432023.0589.8575.6782.0378.85
Pérez et al.Architecture=WRN70-16, NFEs=9, Real Time (s)=n/a2023.0589.4872.6671.0971.87
AT-DDPM-l_infArchitecture=WRN70-16, NFEs=1, Real Time (s)=0.012023.0588.8763.2864.6563.97
Blau et al.Architecture=WRN70-16, NFEs=KN, Real Time (s)=n/a2023.0588.1872.0275.973.96
RDCArchitecture=UNet, NFEs=N+TK, Real Time (s)=9.862023.0588.1880.0784.7682.42
LMArchitecture=WRN70-16, NFEs=1+N, Real Time (s)=0.102023.0587.8971.687573.34
DiffPuret*=0.125, Architecture=UNet, NFEs=126, Real Time (s)=0.722023.0587.540.6275.5958.11
PAT-selfArchitecture=AlexNet, NFEs=1, Real Time (s)=0.012023.0575.5947.0764.0655.57