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AFFINE CURVE MOMENT INVARIANTS FOR SHAPE RECOGNITION

机译:用于形状识别的仿射曲线矩不变量

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This paper presents a method of affine curve moment invariants for shape recognition. The proposed method extends affine moment invariants from an area domain to a curve domain. First, a new type of curve moments is defined on a parameterized boundary description of an object. A set of affine moment invariants are then derived based on the theory of algebraic invariants. The proposed moment invariants only deal with pixels on a shape boundary and are mathematically proven to be invariant under arbitrary affine transformations. Furthermore, after a parameterized object boundary description is acquired through curve fitting, the newly defined curve moments can be represented by an integration of the fitting function, so that the computation of moment invariants can be obtained from either one-by-one computation of boundary pixels or a direct integration of the fitting function, which makes the computation efficient while at the same time reducing noise effect. Affine curve moment invariants work well in recognition of affine-deformed objects, which is demonstrated by processing various 2-D shapes under affine transformations. (C) 1997 Pattern Recognition Society. [References: 12]
机译:本文提出一种仿射弯矩不变性的形状识别方法。所提出的方法将仿射矩不变式从面积域扩展到曲线域。首先,在对象的参数化边界描述上定义了一种新型的弯矩。然后根据代数不变量理论推导出一组仿射矩不变量。提出的矩不变式仅处理形状边界上的像素,并在数学上证明在任意仿射变换下均不变。此外,在通过曲线拟合获得参数化对象边界描述之后,可以通过拟合函数的积分来表示新定义的弯矩,从而可以从边界的一对一计算中获得不变矩的计算。像素或拟合函数的直接集成,这使计算效率更高,同时减少了噪声影响。仿射弯矩不变式在仿射变形对象的识别中效果很好,这通过在仿射变换下处理各种二维形状来证明。 (C)1997模式识别学会。 [参考:12]

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