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Shi-Rong Yang

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Preprint Oct 2026

Content-Edited Layout Generation for Graphic Design

In this paper, we formulate a novel form of conditional layout generation for graphic design, termed content-edited layout generation(CELG). CELG extends conventional content-aware layout generation (CLG), which generates a foreground layout for a fixed background image. The key distinction is that CELG treats the inpu...

Shi-Rong Yang, Zheyi Pan, Ying Cao · 0 citations
#artificial intelligence Preprint Sep 2026

Learning Interaction between Image and Layout Priors for Joint Image-Layout Generation in Design Templates

In this paper, we address the problem of graphic design template creation, which generates a background image and a layout of foreground elements over the background to form a harmonious composition from an input text. Prior work on graphic design generation mostly adopts a sequential paradigm, where design elements ar...

Shi-Rong Yang, Bo Yang, Ying Cao · 2 citations · ⚡1

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