Synthesizing Iris Images using Generative Adversarial Networks: Survey and Comparative Analysis

arXiv:2404.17105v1 Announce Type: new
Abstract: Biometric systems based on iris recognition are currently being used in border control applications and mobile devices. However, research in iris recognition is stymied by various factors such as limited datasets of bonafide irides and presentation attack instruments; restricted intra-class variations; and privacy concerns. Some of these issues can be mitigated by the use of synthetic iris data. In this paper, we present a comprehensive review of state-of-the-art GAN-based synthetic iris image generation techniques, evaluating …

abstract adversarial analysis applications arxiv biometric class comparative analysis concerns control cs.cv datasets devices generative generative adversarial networks however images iris recognition mobile mobile devices networks presentation privacy recognition research survey systems type