Generating 2D and 3D Master Faces for Dictionary Attacks with a Network-Assisted Latent Space Evolution. (arXiv:2211.13964v2 [cs.CR] UPDATED)

A master face is a face image that passes face-based identity authentication
for a high percentage of the population. These faces can be used to
impersonate, with a high probability of success, any user, without having
access to any user information. We optimize these faces for 2D and 3D face
verification models, by using an evolutionary algorithm in the latent embedding
space of the StyleGAN face generator. For 2D face verification, multiple
evolutionary strategies are compared, and we propose a …

attacks master network space