We will describe a new approach to partially automate the process of the intaglio image creation. The goal is to significantly save time without sacrificing the overall quality and the holistic view in the creation. Our approach is based on Neural Style Transfer (NST) methods. It is possible to transfer the intaglio style to an arbitrary image automatically.