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DeepXplore

Prerequisit

Python

The code should be run using python 2.7.12, Tensorflow 1.3.0, and Keras 2.0.8.

Tensorflow

sudo pip install tensorflow

if you have gpu,

sudo pip install tensorflow-gpu

Keras

sudo pip install keras

Mimicus

Install from here

File structure

  • MNIST - MNIST dataset
  • ImageNet - ImageNet dataset
  • Driving - Udacity self-driving car dataset
  • PDF - Benign/malicious PDFs captured from VirusTotal/Contagio/Google provided by Mimicus
  • Drebin - Drebin Android malware dataset

To run

python gen_diff.py

In every directory

Note

The trained weights are provided in each directory (if required). Drebin's weights are too large, downladed here and put them in ./Drebin/