MyStyle: A Personalized Generative Prior

Understand

We introduce MyStyle, a personalized deep generative prior trained with a few shots of an individual.

• MyStyle allows to reconstruct, enhance and edit images of a specific person, such that the output is faithful to the person's key facial characteristics.
• Given a small reference set of portrait images of a person (~100), we tune the weights of a pretrained StyleGAN face generator to form a local, low-dimensional, personalized manifold in the latent space.
• We show that this manifold constitutes a personalized region that spans latent codes associated with diverse portrait images of the individual.