Problem
Research questions and friction points this paper is trying to address.
Creative Layout
Article Design
Layout Template
LayoutShop: Content-Constrained Exploratory Design of Creative Article Layout
🤖 AI Summary
本文提出LayoutShop框架，通过优化方法和神经网络评估解决创意文章布局设计问题，帮助用户创建高质量的文章布局。
📝 Abstract
We present LayoutShop, a novel computational framework for designing creative layouts that frame a given article. Inspired by the actual article layout design process, we enable users to create or select layout templates for conceptualization. These templates help construct a layout design space to extract eligible layout structures. Our algorithm then determines the geometry of the extracted layout structures to frame the given article via an optimization approach. We then employ two neural networks for layout assessment, and the high-quality outputs are returned to users for selection. We conducted a user study to evaluate the framework's usability and the quality of the article layouts it produces. The results of the user study confirmed that our framework can effectively help users create high-quality article layouts.
Innovation
Methods, ideas, or system contributions that make the work stand out.
computational framework
layout templates
optimization approach
neural networks
layout assessment
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