Decription
conda env create -f pt.yaml
Numerical results of AAA (Table 2)
python square.py --model=Dai2021Parameterizing
python square.py --defense=inRND
python square.py --defense=AAALinear
python square.py --dataset=imagenet --model=wide_resnet50_2 --eps=4
python square.py --dataset=imagenet --model=Salman2020Do_50_2 --eps=4
python square.py --dataset=imagenet --model=wide_resnet50_2 --defense=inRND --eps=4
python square.py --dataset=imagenet --model=wide_resnet50_2 --defense=AAALinear --eps=4
python square.py --dataset=imagenet --model=resnext101_32x8d --eps=4
python square.py --dataset=imagenet --model=ResNeXt101_DenoiseAll --eps=4
python square.py --dataset=imagenet --model=resnext101_32x8d --defense=inRND --eps=4
python square.py --dataset=imagenet --model=resnext101_32x8d --defense=AAALinear --eps=4
Generalization of AAA (Table 4)
python square.py --targeted --defense=AAALinear
python square.py --l2 --eps=0.5
python square.py --targeted --defense=AAALinear --model=Dai2021Parameterizing
python square.py --l2 --eps=0.5 --model=Dai2021Parameterizing
Adaptive attacks of AAA (Table 6)
python square.py --loss=bi --defense=AAALinear
python square.py --loss=bi --defense=AAASine
python square.py --loss=up --defense=AAALinear
python square.py --loss=up --defense=AAASine
Others
- QueryNet attack (Table 3)
python square.py --num_s=3 --gpu=0,1,2,3 --defense=AAALinear
- Attack by CE-loss (Table 8)
python square.py --loss=ce --defense=AAALinear
Files
├── attacker.py
├── data
│ └── val.txt # for ImageNet attacks
├── dent.py
├── dfdmodels # for ResNeXt101_DenoiseAll
│ ├── adv_model.py
│ ├── inception_resnet_v2.py
│ ├── __init__.py
│ ├── nets.py
│ ├── resnet_model.py
│ └── third_party
│ ├── imagenet_utils.py
│ ├── __init__.py
│ ├── __pycache__
│ │ ├── imagenet_utils.cpython-36.pyc
│ │ ├── imagenet_utils.cpython-37.pyc
│ │ ├── __init__.cpython-36.pyc
│ │ └── __init__.cpython-37.pyc
│ ├── README.md
│ ├── serve-data.py
│ └── utils.py
├── PCDARTS # for querynet attack
│ ├── architect.py
│ ├── genotypes.py
│ ├── __init__.py
│ ├── model.py
│ ├── model_search_imagenet.py
│ ├── model_search.py
│ ├── model_search_random.py
│ ├── operations.py
│ ├── README.md
│ ├── test.py
│ ├── train_imagenet.py
│ ├── train.py
│ ├── train_search_imagenet.py
│ ├── train_search.py
│ ├── utils.py
│ ├── V100_python1.0
│ │ ├── train.py
│ │ └── train_search.py
│ └── visualize.py
├── pt.yaml
├── square.py
├── utils.py
└── victim.py