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Adversarial Training

paper: https://arxiv.org/abs/1706.06083

Examples

ResNet50 training on ImageNet with single 8-GPU machine:

python -m torch.distributed.launch --nproc_per_node=8 examples/imageclassification/imagenet/adversarial_training/main.py \
--data_dir=$ImageNetDataDir \
--smoothing=0.0 \
--pin-mem \
--lr=0.2 \
--output=output/adversarial_training \
--experiment=tmp

Pretrained Models

Model ImageNet-Val AutoAttack Files
ResNet50 65.1% 34.9% ckpt/args/logs