Invariant fitting of planar objects by primitives

K. Voss, H. Süße
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引用次数: 78

Abstract

The determination of invariant characteristics is an important problem in pattern recognition. Many invariants are known which have been obtained by the method of normalization. In this paper, we introduce a new approach of fitting planar objects by primitives using the method of normalization (for instance: fitting by lines, triangles, rectangles, circles, ellipses, super-quadrics, etc.). Objects and primitives are described by features, for example, by moments. The main advantage is that the normalization process provides us with a canonical frame of the object and the primitive. Therefore, the fit is invariant with respect to the transformation used. By this new method, an analytical fitting of nonanalytical objects can be achieved, for example, fitting by polygons. Furthermore, the numerical effort can be reduced drastically by normalizing of the object and the primitive.
平面对象的基元不变拟合
不变特征的确定是模式识别中的一个重要问题。许多不变量是已知的,它们是用归一化方法得到的。本文介绍了一种利用归一化方法对平面物体进行原语拟合的新方法(例如:直线、三角形、矩形、圆、椭圆、超二次曲面等)。对象和原语由特征(例如矩)来描述。其主要优点是,规范化过程为我们提供了对象和原语的规范框架。因此,拟合对于所使用的变换是不变的。该方法可以实现对非解析对象的解析拟合,如多边形拟合。此外,通过对对象和原语进行规范化,可以大大减少数值计算的工作量。
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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