基于离散余弦变换的快速对抗训练方法

王晓淼,张玉金,张涛,田瑾,吴飞

Fast adversarial training method based on discrete cosine transform

Xiaomiao WANG,Yujin ZHANG,Tao ZHANG,Jin TIAN,Fei WU

表 2 使用WideResNet34-10对CIFAR-10进行测试时的模型鲁棒精度

Tab.2 Test robustness on CIFAR-10 database using WideResNet34-10 %

方法 Pclean Probust PGD-10 PGD-20 PGD-50 C&W Auto-Attack FGSM-RS[10] 74.29 41.24 40.21 39.98 39.27 36.40 FGSM-CKPT[12] 91.84 44.70 42.72 42.22 42.25 40.46 FGSM-GA[11] 81.80 48.20 47.97 46.60 46.87 45.19 Free-AT[12] 81.83 49.07 48.17 47.83 47.25 44.77 本文方法 83.54 51.05 49.66 49.21 49.06 44.76