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cs.CV2025

DreamPoster: A Unified Framework for Image-Conditioned Generative Poster Design

Xiwei Hu, Haokun Chen, Zhongqi Qi +4

We present DreamPoster, a Text-to-Image generation framework that intelligently synthesizes high-quality posters from user-provided images and text prompts while maintaining conten…

cs.CV2025

DreamLight: Towards Harmonious and Consistent Image Relighting

Yong Liu, Wenpeng Xiao, Qianqian Wang +5

We introduce a model named DreamLight for universal image relighting in this work, which can seamlessly composite subjects into a new background while maintaining aesthetic uniform…

cs.CV2025

CreatiPoster: Towards Editable and Controllable Multi-Layer Graphic Design Generation

Dexiang Hong, Zhao Zhang, Weidong Chen +5

Graphic design plays a crucial role in both commercial and personal contexts, yet creating high-quality, editable, and aesthetically pleasing graphic compositions remains a time-co…

cs.CV2025

CreatiDesign: A Unified Multi-Conditional Diffusion Transformer for Creative Graphic Design

Hui Zhang, Dexiang Hong, Maoke Yang +7

Graphic design plays a vital role in visual communication across advertising, marketing, and multimedia entertainment. Prior work has explored automated graphic design generation u…

cs.CV2025

DreamLayer: Simultaneous Multi-Layer Generation via Diffusion Mode

Junjia Huang, Pengxiang Yan, Jinhang Cai +5

Text-driven image generation using diffusion models has recently gained significant attention. To enable more flexible image manipulation and editing, recent research has expanded…

cs.CV2024

DreamOmni: Unified Image Generation and Editing

Bin Xia, Yuechen Zhang, Jingyao Li +5

Currently, the success of large language models (LLMs) illustrates that a unified multitasking approach can significantly enhance model usability, streamline deployment, and foster…