Estimating the Structure of Rooms from a Single Fisheye Image

Hanchao Jia, Shigang Li
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引用次数: 7

Abstract

Most existing approaches to indoor scene understanding formulate the problem based on the pinhole camera geometry. Unfortunately, these approaches cannot be utilized well for an omni directional image. In this paper, we focus on the problem of estimating the spatial layout of rooms from a single fisheye image. Considering the wide field of view of fisheye cameras, we introduce a structure symmetrical rule which describes geometric constraints. A method is given to estimate and recover the preliminary spatial layout of room only from a collection of line segments extracted from a fisheye image. Then, an orientation map of structure is generated. Finally, we refine the spatial layout to obtain the main structure. The experiments demonstrate that our approach based on geometric reasoning can be used to estimate the structure of indoor scene from a single fisheye image.
从单张鱼眼图像估计房间结构
大多数现有的室内场景理解方法都是基于针孔摄像机的几何形状来解决问题的。不幸的是,这些方法不能很好地用于全向图像。本文主要研究从单张鱼眼图像中估计房间空间布局的问题。考虑到鱼眼相机的大视场,我们引入了描述几何约束的结构对称规则。给出了一种仅从鱼眼图像中提取线段集合来估计和恢复房间初步空间布局的方法。然后,生成结构的方位图。最后,对空间布局进行细化,得到主体结构。实验表明,基于几何推理的方法可以从单幅鱼眼图像中估计出室内场景的结构。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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