Mitigating Presentation Attack using DCGAN and Deep CNN. (arXiv:2207.00161v1 [cs.CV])

Biometric based authentication is currently playing an essential role over
conventional authentication system; however, the risk of presentation attacks
subsequently rising. Our research aims at identifying the areas where
presentation attack can be prevented even though adequate biometric image
samples of users are limited. Our work focusses on generating photorealistic
synthetic images from the real image sets by implementing Deep Convolution
Generative Adversarial Net (DCGAN). We have implemented the temporal and
spatial augmentation during the fake image generation. Our work …

arxiv cnn cv dcgan presentation