To run the demo:

1. mkdir data
2. python main.py --config ./configs/vgg.json

Some training logs can be found at ./logs

Model (+ANL and w/o finetune)	Accuracy (CIFAR-10)
VGG-16	94.65
MobileNet-V2	94.91
WRN-28-10	96.56

Citation:

@inproceedings{ANL,
  author    = {Zhonghui You and
               Jinmian Ye and
               Kunming Li and
               Ping Wang},
  title     = {Adversarial Noise Layer: Regularize Neural Network By Adding Noise},
  booktitle = {{IEEE} International Conference on Image Processing (ICIP)},
  year      = {2019}
}