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HsiaoYuan Hsu

2 accepted papers

2025

PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation

CVPR 2025poster

In poster design, content-aware layout generation is crucial for automatically arranging visual-textual elements on the given image. With limited training data, existing work focused on image-centric enhancement. However, this neglects the diversity of layouts and fails to cope with shape-variant el…

Cited by 0SourcePDFScholar
2025

Scan-and-Print: Patch-level Data Summarization and Augmentation for Content-aware Layout Generation in Poster Design

IJCAI 2025

In AI-empowered poster design, content-aware layout generation is crucial for the on-image arrangement of visual-textual elements, e.g., logo, text, and underlay. To perceive the background images, existing work demanded a high parameter count that far exceeds the size of available training data, wh