卷积代数的群形态学

M. Lysenko, S. Nelaturi, V. Shapiro
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引用次数: 31

摘要

群形态学是数学形态学的扩展,将经典的闵可夫斯基和运算和差分运算分别推广到任意群上的闵可夫斯基积运算和商运算。我们证明了群形态学是统一、表述和解决许多重要问题的适当设置,包括平移和旋转构型空间问题、机构工作空间计算和对称性检测。所提出的计算方法是基于群卷积代数,将经典卷积和傅里叶变换扩展到非交换群。特别地,我们证明了所有Minkowski积和商运算可以隐式地表示为相同实值卷积函数的子水平集。
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Group morphology with convolution algebras
Group morphology is an extension of mathematical morphology with classical Minkowski sum and difference operations generalized respectively to Minkowski product and quotient operations over arbitrary groups. We show that group morphology is a proper setting for unifying, formulating and solving a number of important problems, including translational and rotational configuration space problems, mechanism workspace computation, and symmetry detection. The proposed computational approach is based on group convolution algebras, which extend classical convolutions and the Fourier transform to non-commutative groups. In particular, we show that all Minkowski product and quotient operations may be represented implicitly as sublevel sets of the same real-valued convolution function.
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