StructLayoutFormer: 通过结构序列化和解,生成有条件的结构化布局
概括
StructLayoutFormer通过将结构从元素放置中解开来生成现实的结构化布局. 这种基于变压器的新方法使得有条件的布局生成和结构转移成为可能,优于现有的方法.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 机器学习 机器学习
背景情况:
- 结构化布局对于2D视觉内容如GUI和网页至关重要,使编辑更容易.
- 目前用于结构化布局的计算方法是劳动密集型的.
- 现有的数据驱动方法产生固定的布局,但缺乏明确的结构生成.
研究的目的:
- 介绍StructLayoutFormer,一种基于变压器的新型方法,用于条件结构化布局生成.
- 允许明确生成现实的布局结构,克服现有方法的局限性.
- 为了更好的控制,将结构信息从元素放置中分离出来.
主要方法:
- 用结构序列化方案将结构化布局表示为序列.
- 采用变压器架构用于条件生成.
- 从元素配置中解脱结构信息.
主要成果:
- StructLayoutFormer实现了条件结构化布局生成,产生了明确和现实的布局结构.
- 该方法的性能优于现有的数据驱动布局生成方法,即使有用于结构提取的后处理.
- 在提取和转移布局结构方面已证明有效.
结论:
- StructLayoutFormer是第一个能够生成有条件结构化布局与显式结构生成的数据驱动方法.
- 与当前的基线相比,该方法在生成结构化布局方面提供了更高的性能.
- 该框架对布局结构提取和转移应用具有前景.
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