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Haoxiang Sun

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Preprint Aug 2026

UniWorld-Design: From Pixel Generation to Layer-Native Design

We introduce UniWorld-Design, a framework that redefines image generation from flat pixel synthesis to structured visual composition, with semantic RGBA layers as the atomic units of generation, understanding, and editing. Our key insight is that pixels define how an image is rendered, whereas layers define how an imag...

Zongjian Li, Zhi-Yuan Yan, Chenxu Bai et al. · 0 citations

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