StyleStudio: Text-Driven Style Transfer with Selective Control of Style Elements
Mingkun Lei, Xue Song, Beier Zhu, Hao Wang, Chi Zhang
2025Year
10Top-tier citations
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.
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Cited by top-tier papers10
- Adaptive Stochastic Coefficients for Accelerating Diffusion SamplingRuoyu Wang, Beier Zhu, Junzhi Li, Liangyu Yuan et al.NeurIPS 2025 · 8 citations
- StyleTextGen: Style-Conditioned Multilingual Scene Text GenerationZeyu Chen, Fangmin Zhao, Yan Shu, Yichao Liu et al.CVPR 2026 · 4 citations
- QR-LoRA: Efficient and Disentangled Fine-Tuning via QR Decomposition for Customized GenerationJiahui Yang, Yongjia Ma, Donglin Di, Jianxun Cui et al.ICCV 2025 · 3 citations
- TransLight: Image-Guided Customized Lighting Control with Generative DecouplingZongming Li, Lianghui Zhu, Haocheng Shen, Longjin Ran et al.ICML 2026 · 2 citations
- A Style is Worth One Code: Unlocking Code-to-Style Image Generation with Discrete Style SpaceHuijie Liu, Shuhao Cui, Haoxiang Cao, Shuai Ma et al.CVPR 2026 · 1 citation
Builds on21
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Photorealistic Text-to-Image Diffusion Models with Deep Language UnderstandingChitwan Saharia, William Chan, Saurabh Saxena, Lala Li et al.NeurIPS 2022 · 8,965 citations
- Adding Conditional Control to Text-to-Image Diffusion ModelsLvmin Zhang, Anyi Rao, Maneesh AgrawalaICCV 2023 · 6,759 citations
- SDXL: Improving Latent Diffusion Models for High-Resolution Image SynthesisDustin Podell, Zion English, Kyle Lacey, Andreas Blattmann et al.ICLR 2024 · 4,569 citations
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