wuhanstudio / adversarial-classification

Distributed Black-Box attacks against Image Classification.

Adversarial Classification

Distributed Black-Box attacks against Image Classification.

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Whether black-box attacks have become a real threat against image classification cloud services? Our research demonstrates that it is possible to exploit the load balancer to accelerate black-box attacks.

We open-source our image classification cloud service, DeepAPI, to facilitate future research on distributed blackbox attacks that bring adversarial attacks closer to being a practical threat against machine learning models deployed on cloud servers.

Quick Start

You may use anaconda or miniconda.

$ git clone https://github.com/wuhanstudio/adversarial-classification
$ cd adversarial-classification

$ # CPU
$ conda env create -f environment.yml
$ conda activate adversarial-classification

$ # GPU
$ conda env create -f environment_gpu.yml
$ conda activate adversarial-gpu-classification

Test Cloud APIs

# Set up your Google Cloud Vision
$ python test_api_cloud_vision.py

# Change your API key in the code
$ python test_api_imagga.py

$ python test_api_deepapi.py

Horizontal Distribution

# You can change the target model and DeepAPI URL in the code.

# Bandits Attack
$ python test_attack_bandits.py

# SimBA Attack
$ python test_attack_simba.py

# Square Attack
$ python test_attack_square.py

Vertical Distribution

# You can change the target model and DeepAPI URL in the code.

# Bandits Attack
$ python test_attack_bandits_one.py

# SimBA Attack
$ python test_attack_simba_one.py

# Square Attack
$ python test_attack_square_one.py

Black-box Adversarial Toolbox (BAT)

Alternatively, you can try distributed black-box attacks using our toolbox.

Installation

pip install blackbox-adversarial-toolbox

Usage (CLI)

Usage: bat [OPTIONS] COMMAND [ARGS]...

  The CLI tool for Black-box Adversarial Toolbox (BAT).

Options:
  --help  Show this message and exit.

Commands:
  api      Manage Cloud APIs
  attack   Manage Attacks
  example  Manage Examples