List your company

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

85.9Accuracy (Natural)PCG
79.847281.418682.9984.5614Oct 27, 2023Jan 9, 2024Mar 23, 2024Jun 6, 2024Aug 19, 2024Nov 1, 2024Jan 15, 2025

Evaluation results

MethodLinks
PCGα=20%2025.0185.958.3——55.9
LCG-GMMα=10%2025.0185.857.6——55
Std. DDPMα=100%2025.0185.761.8——58.4
LCG-KMα=20%2025.0185.760.3——57.4
iGAT_DVERGECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1085.4842.5344.557.7739.48
LCG-GMMα=1%2025.0185.355.8——52.6
iGAT_DVERGECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1085.2742.0440.754.7935.71
LCG-KMα=1%2025.0185.256.5——53.1
DVERGECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1085.1241.3943.457.3339.2
iGAT_CLDLCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1085.0545.454258.2237.14
iGAT_ADPCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1084.9646.2744.958.940.36
No Gen.α=0%2025.0184.955.4——49.2
DVERGECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1084.8941.1339.754.935.15
PCGα=10%2025.0184.756.7——54.2
LCG-GMMα=20%2025.0184.758.3——56.1
PCGα=1%2025.0184.455.4——52.8
LCG-KMα=10%2025.0184.257.9——55.6
CLDLCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1084.1545.3241.8155.937.04
iGAT_CLDLCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1083.7340.8434.5551.717.03
CLDLCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1083.6939.3432.851.6315.3
TRSCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1083.1512.3210.3239.219.1
TRSCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1082.6711.8910.7837.127.66
SoECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1082.3632.5123.8841.0418.37
SoECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1082.1938.5437.5959.6932.68
ADPCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1082.1439.6338.952.9335.53
iGAT_SoECombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1081.1931.9824.0140.6719.65
iGAT_SoECombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1081.0540.5839.6557.9134.5
GALCombiner Type=Average Combiner, L∞-norm perturbation strength (ε)=8/2552023.1080.8541.7241.254.9436.76
iGAT_ADPCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1080.7239.373548.3629.83
GALCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1080.6531.9527.850.689.26
ADPCombiner Type=Max Combiner, L∞-norm perturbation strength (ε)=8/2552023.1080.0836.6234.647.6927.72