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Quaternion weighted spherical Bessel-Fourier moment and its invariant for color image reconstruction and object recognition

机译:四元轴加权球形贝塞尔 - 傅立叶片刻及其不变性的彩色图像重建和物体识别

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摘要

Moments with capable of representing global features have been widely used in image analysis, pattern recognition and computer vision applications. However, existing image moment theories are still mainly paid close attention to gray-scale images. In this paper, a new quaternion moment termed as Quaternion weighted Spherical Bessel-Fourier Moment (QSBFM) is proposed to address the issue of color image analysis. Moreover, the relationship between QSBFM and the conventional weighted spherical Bessel-Fourier moment has been established so that the computational cost of QSBFM can be efficiently reduced. Furthermore, the natively geometric invariance of QSBFM is presented and discussed in detail. Experimental results show that the proposed QSBFM outperforms frequently-used quaternion moments including quaternion Bessel-Fourier moment, quaternion Radial-Harmonic-Fourier moment, quaternion Chebyshev-Fourier moment and quaternion orthogonal Fourier-Mellin moment in terms of the color image reconstruction capability and invariant recognition accuracy in noise-free, Salt & Pepper noise and the Gaussian noise conditions. (C) 2019 Elsevier Inc. All rights reserved.
机译:能够代表全局特征的瞬间已广泛用于图像分析,模式识别和计算机视觉应用。但是,现有的图像矩理论仍然主要是缩小灰度图像的密切关注。在本文中,提出了作为四元数加权球形贝塞尔 - 傅里叶矩(QSBFM)的新的四元数矩,以解决彩色图像分析问题。此外,已经建立了QSBFM与传统加权球形贝塞尔 - 傅立叶矩的关系,从而可以有效地降低QSBFM的计算成本。此外,详细介绍和讨论QSBFM的本质几何不变性。实验结果表明,建议的QSBFM优于常用的四元数矩,包括四元床上贝尔·傅立叶矩,四元辐射 - 谐波 - 傅里叶矩,四元数Chebyshev-Fourier矩和四元流正交的傅立叶蛋白时刻,彩色图像重建能力和不变识别无辐射,盐和辣椒噪声和高斯噪声条件的识别准确性。 (c)2019 Elsevier Inc.保留所有权利。

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