Garment Personalization Via Identity Transfer We aim to create a more precise, natural clothing fit for users. We concentrate on a single image, striving for high-quality results that create the experience of an identity transfer. The input to our system comprises a picture of the system's user, called the user image, and a reference picture of a human model from a clothing catalog, called the catalog image. Our system produces a real-time photo album depicting how users might look if they wore the clothes and posed for a camera. One of our goals was to design a system that unskilled users could operate, in which preprocessing of the user image and system training require only quick, simple interaction.