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On invariance analysis of Zernike moments in the presence of rotation with crop and loose modes

机译:庄稼和松散模式下自转存在下Zernike矩的不变性分析

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摘要

Zernike moments are widely applied in digital image processing fields based on many desirable properties, such as rotational invariance, noise robust and efficient representation of pattern. On the computational analysis of Zernike moment is challenging issue. From an algorithmic aspect, in this paper we investigate the effect of image rotation (including crop rotation and loose rotation) operations on Zernike moments in both theoretical and experimental ways. For the crop rotation, we suggest to extract the Zernike moments by mapping the image over a disc instead of inside a circle since the outside of an image after the crop rotation will be distorted. Referring to the loose rotation, we propose a preprocessing step (which is called image size normalization) to embed an image and its rotated versions into a predefined size of zero-value image in such a way that the effect of image size change due to loose rotation can be eliminated. By incorporating the proposed image size normalization operation, we introduce an effective extraction method of image Zernike moments against loose rotation operation. Experimental results show the validity of the proposed extraction method.
机译:基于许多期望的特性,例如旋转不变性,噪声鲁棒性和图案的有效表示,Zernike矩被广泛应用于数字图像处理领域。关于Zernike矩的计算分析是具有挑战性的问题。从算法的角度,本文以理论和实验两种方式研究了图像旋转(包括作物旋转和松散旋转)操作对泽尼克矩的影响。对于农作物轮换,我们建议通过将图像映射到光盘上而不是圆内来提取Zernike矩,因为农作物轮换后图像的外部会变形。关于松散旋转,我们提出了一个预处理步骤(称为图像尺寸归一化),以将图像及其旋转版本嵌入到零尺寸图像的预定义尺寸中,以使图像尺寸的影响由于松散而改变旋转可以消除。通过结合提出的图像尺寸归一化操作,我们介绍了一种有效的图像Zernike矩提取方法,以应对松动的旋转操作。实验结果表明了所提方法的有效性。

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