In plain words: A tool turns a picture or text into artwork, letting you mix style images, style words, and content types, then adds brush-stroke details. Unlike usual methods locked to one style image or phrase, it makes many looks at varying detail and structure, running faster.
Abstract
In this work, we propose a complete framework that generates visual art. Unlike previous stylization methods that are not flexible with style parameters (i.e., they allow stylization with only one style image, a single stylization text or stylization of a content image from a certain domain), our method has no such restriction. In addition, we implement an improved version that can generate a wide range of results with varying degrees of detail, style and structure, with a boost in generation speed. To further enhance the results, we insert an artistic super-resolution module in the generative pipeline. This module will bring additional details such as patterns specific to painters, slight brush marks, and so on.
Marian Lupascu, Ryan Murdock, Ionut Mironica, Yijun Li
arXiv:2208.01748 · cs.CV, cs.MM · submitted Jun 22, 2022 · updated Aug 6, 2025
abstract · pdf · html · 3 pages, 2 figures