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Exact and fast computation of geometric moments for gray level images

机译:精确快速计算灰度图像的几何矩

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摘要

Geometric moments are widely used in image processing and pattern recognition. While several methods have been proposed, exact geometric moment’s computation for gray level images is still unavailable. In this paper exact values of geometric moments are calculated using mathematical integration of the monomial terms over digital image pixels. This method removed the numerical approximation errors involved in conventional methods. A fast algorithm is proposed to accelerate the moment’s computations. The method is extended to compute the three-dimensional moments. A comparison with other conventional methods is performed. The obtained results explained the superiority of the proposed method.
机译:几何矩广泛用于图像处理和模式识别。虽然已经提出了几种方法,但仍无法获得用于灰度图像的精确几何矩的计算。在本文中,使用数字图像像素上单项项的数学积分来计算几何矩的精确值。该方法消除了常规方法中涉及的数值近似误差。提出了一种快速算法来加快当下的计算速度。该方法被扩展为计算三维矩。与其他常规方法进行比较。获得的结果说明了该方法的优越性。

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