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readme.md

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}
}

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