AndrOpGAN

Source Code of AndrOpGAN: An Android Opcode Generative Adversarial Network for the Obfuscation in Making Malwares

This project contains the source code for APK opcode distribution feature generation module and feature insertion module.

Requirements

• Tensorflow
• tflearn
• Apktool

Program description

• Generator_DCGAN.py

Train the generator, save the model, and generate opcode distribution feature data.

• get_opcode_sequence_file.py

Extract opcode sequence files from APK.

• Insertion_module.py

Feature Library Data Processing, Insert Opcode, Rebuild APK.

• sequence_file_process.py

Convert opcode sequence files to distribution features.

Code reference：

Part of the code refers to the following procedures, thank you very much for their selfless open source

• https://github.com/niallmcl/Deep-Android-Malware-Detection/blob/master/opcodeseq_creator/run_opcode_seq_creation.py
• https://github.com/tflearn/tflearn/blob/master/examples/images/dcgan.py
• Apktool