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A Unified and Complete Framework of Invariance for Six Points

机译:统一且完整的六点不变性框架

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摘要

Projective geometric invariants play an important role in computer vision. To set up the invariant relationships between spatial points and their images from a single view, at least six pairs of spatial and image points are required. In this paper, we establish a unified and complete framework of the invariant relationships for six points. The framework covers the general case already developed in the literature and two novel cases. The two novel cases describe that six spatial points and the camera optical center lie on a quadric cone or a twisted cubic, called quadric cone case or twisted cubic case. For the general case and quadric cone-case, camera parameters can be determined uniquely. For the twisted cubic case, camera parameters cannot be determined completely; this configuration of camera optical center and spatial points is called a critical configuration. The established unified framework may help to effectively identify the type of geometric information appearing in certain vision tasks, in particular critical geometric information. An obvious advantage using this framework to obtain geometric information is that no any explicit estimation on camera projective matrix and optical center is needed.
机译:射影几何不变量在计算机视觉中起重要作用。为了从单个视图建立空间点与其图像之间的不变关系,至少需要六对空间点和图像点。在本文中,我们为六个点建立了一个统一而完整的不变关系框架。该框架涵盖了文献中已经开发的一般案例和两个新颖案例。这两个新颖的情况描述了六个空间点和相机光学中心位于二次圆锥或扭曲立方的情况下,称为二次圆锥情况或扭曲立方的情况。对于一般情况和二次圆锥情况,可以唯一确定摄像机参数。对于扭曲的立方情况,无法完全确定相机参数;相机光学中心和空间点的这种配置称为关键配置。建立的统一框架可以帮助有效地识别出现在某些视觉任务中的几何信息的类型,尤其是关键几何信息。使用此框架获取几何信息的明显优势在于,不需要对相机投影矩阵和光学中心进行任何明确的估计。

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