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adveserial-attacks's Introduction

Adveserial-Attacks

pip install -r requirements.txt

Demo

To listen to the results, please check the demo directory. Each directory has the corresponding transcripts for Google and IBM in seperate folders for reference.

  • original.wav - The original audio clip
  • Existing Attacks - Adversarial attacks on original.wav based on 2018 github and 2019 github papers
  • Our Basic Attacks - Basic attacks on original.wav by simple audio perturbations.
  • Our Imporved Attack - Our proposed robust (ourproposed_attack(re-recorded).wav) adversarial attacks on original.wav.
  • Room Simulator Samples - Room simulation audio clips used to make robust attacks.
  • pdfs - Final report and presentation slides provided for detailed analysis

References for Audio Attacks and Theory :

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