首页> 外文期刊>Journal of the Optical Society of America, A. Optics, image science, and vision >High-precision and fast computation of Jacobi-Fourier moments for image description
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High-precision and fast computation of Jacobi-Fourier moments for image description

机译:雅可比-傅立叶矩的高精度和快速计算,用于图像描述

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摘要

A high-precision and fast algorithm for computation of Jacobi-Fourier moments (JFMs) is presented. A fast recursive method is developed for the radial polynomials that occur in the kernel function of the JFMs. The proposed method is numerically stable and very fast in comparison with the conventional direct method. Moreover, the algorithm is suitable for computation of the JFMs of the highest orders. The JFMs are generic expressions to generate orthogonal moments changing the parameters a and β of Jacobi polynomials. The quality of the description of the proposed method with α and β parameters known is studied. Also, a search is performed of the best parameters, α and β, which significantly improves the quality of the reconstructed image and recognition. Experiments are performed on standard test images with various sets of JFMs to prove the superiority of the proposed method in comparison with the direct method. Furthermore, the proposed method is compared with other existing methods in terms of speed and accuracy.
机译:提出了一种计算雅可比-傅立叶矩(JFM)的高精度快速算法。针对JFM的核函数中出现的径向多项式,开发了一种快速递归方法。与常规直接方法相比,该方法在数值上稳定且非常快速。而且,该算法适合于最高阶的JFM的计算。 JFM是通用表达式,用于生成改变矩量的Jacobi多项式的参数a和β的正交矩。研究了已知的具有α和β参数的拟议方法的描述质量。而且,将搜索最佳参数α和β,从而显着提高重建图像和识别的质量。在具有各种JFM的标准测试图像上进行了实验,以证明与直接方法相比,该方法的优越性。此外,在速度和准确性方面,将所提出的方法与其他现有方法进行了比较。

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