Using a GAN to Generate Adversarial Examples to Facial Image Recognition

11/30/2021
by   Andrew Merrigan, et al.
15

Images posted online present a privacy concern in that they may be used as reference examples for a facial recognition system. Such abuse of images is in violation of privacy rights but is difficult to counter. It is well established that adversarial example images can be created for recognition systems which are based on deep neural networks. These adversarial examples can be used to disrupt the utility of the images as reference examples or training data. In this work we use a Generative Adversarial Network (GAN) to create adversarial examples to deceive facial recognition and we achieve an acceptable success rate in fooling the face recognition. Our results reduce the training time for the GAN by removing the discriminator component. Furthermore, our results show knowledge distillation can be employed to drastically reduce the size of the resulting model without impacting performance indicating that our contribution could run comfortably on a smartphone

READ FULL TEXT

page 2

page 5

research
08/14/2019

AdvFaces: Adversarial Face Synthesis

Face recognition systems have been shown to be vulnerable to adversarial...
research
05/09/2019

Adversarial Image Translation: Unrestricted Adversarial Examples in Face Recognition Systems

Thanks to recent advances in Deep Neural Networks (DNNs), face recogniti...
research
10/20/2020

Preventing Personal Data Theft in Images with Adversarial ML

Facial recognition tools are becoming exceptionally accurate in identify...
research
02/07/2023

Toward Face Biometric De-identification using Adversarial Examples

The remarkable success of face recognition (FR) has endangered the priva...
research
12/18/2020

Robustness of Facial Recognition to GAN-based Face-morphing Attacks

Face-morphing attacks have been a cause for concern for a number of year...
research
08/21/2019

A Realistic Face-to-Face Conversation System based on Deep Neural Networks

To improve the experiences of face-to-face conversation with avatar, thi...
research
04/23/2018

Siamese Generative Adversarial Privatizer for Biometric Data

State-of-the-art machine learning algorithms can be fooled by carefully ...

Please sign up or login with your details

Forgot password? Click here to reset