CVPR2025

StyleStudio: Text-Driven Style Transfer with Selective Control of Style Elements

Mingkun Lei, Xue Song, Beier Zhu, Hao Wang, Chi Zhang

Abstract

https://stylestudio-official.github.io/ Style Style "A red suitcase" "A black suitcase" "A brown suitcase" "A yellow car" "A red car" "A green car" Figure 1. Results of our text-driven style transfer model. Given a style reference image, our method effectively reduces style overfitting, generating images that faithfully align with the text prompt while maintaining consistent layout structure across varying styles.