快速准确地计算极调和傅里叶矩用于图像描述。

IF 1.4 3区 物理与天体物理 Q3 OPTICS Journal of The Optical Society of America A-optics Image Science and Vision Pub Date : 2023-09-01 DOI:10.1364/JOSAA.494299
Siyu Yang, Ansheng Deng
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引用次数: 0

摘要

连续正交矩以其简单、良好的旋转不变性和稳定性被广泛应用于各种图像技术中。近年来,人们开发了许多优秀的连续正交矩,其中极调和傅立叶矩(PHFMs)表现出较强的图像描述能力。但在计算中,数值积分误差较大,严重影响了计算精度,特别是在高阶计算中。本文提出了一种连续正交矩快速精确相位调频(FAPHFM)方法。利用极坐标像素平铺技术减少了计算中的数值误差;该方法特别提高了传统PHFMs高阶矩的精度。然而,随着精度的提高,计算复杂性也会增加。为了解决这一问题,利用传统phfm的对称性和非对称性对角函数和径向函数进行了8向对称/反对称计算,并对像素进行聚类以提高计算速度。实验结果表明,FAPHFMs具有更高的计算精度、更低的时间复杂度和更好的图像描述能力,具有更好的图像重建(包括噪声)性能。
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Fast and accurate computation of polar harmonic Fourier moments for image description.

Continuous orthogonal moments are widely used in various image techniques due to their simplicity and good rotational invariance and stability. In recent years, numerous excellent continuous orthogonal moments have been developed, among which polar harmonic Fourier moments (PHFMs) exhibit strong image description capabilities. However, the numerical integration error is large in the calculation, which seriously affects the calculation accuracy, especially in higher-order calculation. In this paper, a continuous orthogonal moments-fast and accurate PHFM (FAPHFM) is proposed. It utilizes the polar pixel tiling technique to reduce numerical errors in the computation; this method particularly improves the accuracy of higher-order moments of traditional PHFMs. However, as accuracy increases, calculation complexity also increases. To address this issue, an eight-way symmetric/anti-symmetric calculation of the angular and radial functions was performed using the symmetry and anti-symmetry of traditional PHFMs, and clustering of pixels was performed as a way to improve the computational speed. The experimental results show that FAPHFMs perform better in image reconstruction (including noise), with higher computational accuracy, lower time complexity, and better image description ability.

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来源期刊
CiteScore
3.40
自引率
10.50%
发文量
417
审稿时长
3 months
期刊介绍: The Journal of the Optical Society of America A (JOSA A) is devoted to developments in any field of classical optics, image science, and vision. JOSA A includes original peer-reviewed papers on such topics as: * Atmospheric optics * Clinical vision * Coherence and Statistical Optics * Color * Diffraction and gratings * Image processing * Machine vision * Physiological optics * Polarization * Scattering * Signal processing * Thin films * Visual optics Also: j opt soc am a.
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