Geometric invariant of noncoplanar lines in a single view

A. Sugimoto
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引用次数: 12

Abstract

The importance of geometric invariants to many machine vision tasks, such as model-based recognition, has been recognized. A number of studies on geometric invariants in a single view concentrate on coplanar objects: coplanar points, coplanar lines, coplanar conics, etc. Therefore, it is essentially only to 2-D objects that we can apply methods using geometric invariants. This paper presents a study on geometric invariants of noncoplanar objects, i.e., 3-D objects. A new geometric invariant is derived from six lines on three planes in a single view. The condition under which the invariant is nonsingular is also described. In addition, we present some experimental results with real images and find that the values of the invariant over a number of viewpoints remain stable even for noisy images.
单视图中非共面直线的几何不变量
几何不变量对于许多机器视觉任务(如基于模型的识别)的重要性已经得到了认识。许多关于几何不变量的研究集中在共面物体上:共面点、共面线、共面圆锥等。因此,本质上,我们只能对二维对象应用使用几何不变量的方法。本文研究了非共面物体,即三维物体的几何不变量。一个新的几何不变量是由单一视图中三个平面上的六条直线导出的。并给出了不变量非奇异的条件。此外,我们给出了一些真实图像的实验结果,发现即使对于有噪声的图像,多个视点上的不变量值仍然保持稳定。
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