Learning priority-aware controllable poster layout generation

Fuxiang Yang

doi:10.1016/j.patcog.2026.113497

Learning priority-aware controllable poster layout generation

2026-03-16

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AI

DOI：10.1016/j.patcog.2026.113497

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• A priority-aware coarse-to-fine framework for poster layout generation. • Dual-path ranker leverages LLMs and vision models for priority estimation. • Optimal Transport matcher aligns elements with salient image regions. • Flow-based generator refines layouts into coherent and aesthetic designs. • Achieves state-of-the-art results on CGL and PKU poster datasets.

Keywords:

poster layout generation

priority-aware framework

optimal transport

flow-based generator

vision models

Learning priority-aware controllable poster layout generation

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