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Paper · arXiv

ReContraster: Making Your Posters Stand Out with Regional Contrast

Effective poster design requires rapidly capturing attention and clearly conveying messages. Inspired by the ``contrast effects'' principle, we propose ReContraster, the first training-free model to leverage regional contrast to make posters stand out. By emulating the cognitive behaviors of a poster designer, ReContraster introduces the compositional multi-agent system to identify elements, organize layout, and evaluate generated poster candidates. To further ensure harmonious transitions across region boundaries, ReContraster integrates the hybrid denoising strategy during the diffusion process. We additionally contribute a new benchmark dataset for comprehensive evaluation. Seven quant...

AuthorsPeixuan Zhang, Zijian Jia, Ziqi Cai et al.
Primary categorycs.CV
Published12 April 2026
Last updated at source12 April 2026
cs.CV
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