祝贺实验室科研成果发表于 ICME 2025！

热烈祝贺李蔚同学！论文《Create anything anywhere: Layout-controllable personalized diffusion model for multiple subjects》已发表在 ICME 2025。

Create anything anywhere: Layout-controllable personalized diffusion model for multiple subjects

祝贺李蔚同学！该论文已发表在 2025 IEEE International Conference on Multimedia and Expo (ICME), 1-6。

• 作者： Wei Li、Hebei Li、Yansong Peng、Siying Wu、Yueyi Zhang、Xiaoyan Sun
• 发表载体： 2025 IEEE International Conference on Multimedia and Expo (ICME), 1-6
• 发表时间： 2025年6月30日
• 相关链接： 论文链接 · PDF

论文介绍

Diffusion models have significantly advanced text-to-image generation, laying the foundation for the development of personalized generative frameworks. However, existing methods lack precise layout controllability and overlook the potential of dynamic features of reference subjects in improving fidelity. In this work, we propose Layout-Controllable Personalized Diffusion (LCP-Diffusion) model, a novel framework that integrates subject identity preservation with flexible layout guidance in a tuning-free approach. Our model employs a Dynamic-Static Complementary Visual Refining module to comprehensively capture the intricate details of reference subjects, and introduces a Dual Layout Control mechanism to enforce robust spatial control across both training and inference stages. Extensive experiments validate that LCP-Diffusion excels in both identity preservation and layout controllability. To the best of our …