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

arXiv · AI, language, vision and robotics · article · Sep 10, 2026 · UTC

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 are generated sequentially. We argue that such a sequential scheme falls short of faithfully capturing the dependency between the background and layout (and thus the joint image-layout distribution), which limits the quality of generated design templates. To overcome this limitatio

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Evidence & attribution

First collected: 2026-09-20T19:02:05.452Z. This is not the publication date.