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Numerical error analysis in Zernike moments computation

机译:Zernike矩计算中的数值误差分析

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An exact analysis of the numerical errors being generated during the computation of the Zernike moments, by using the well-known 'q-recursive' method, is attempted in this paper. Overflow is one kind of error, which may occur when one needs to calculate the Zernike moments up to a high order. Moreover, by applying a novel methodology it is shown that there are specific formulas, which generate and propagate 'finite precision error'. This finite precision error is accumulated during execution of the algorithm, and it finally 'destroys' the algorithm, in the sense that eventually makes its results totally unreliable. The knowledge of the exact computation errors and the way that they are generated and propagated is a fundamental step for developing more robust error-free recursive algorithms, for the computation of Zernike moments.
机译:本文尝试通过使用众所周知的“ q递归”方法来精确分析Zernike矩计算过程中产生的数值误差。溢出是一种错误,可能需要在计算高阶Zernike矩时发生。此外,通过应用一种新颖的方法,它表明存在特定的公式,这些公式生成并传播“有限精度误差”。这种有限精度的误差在算法执行期间会累积,最终会“破坏”算法,最终使结果完全不可靠。准确的计算错误及其生成和传播方式的知识是开发更健壮的无差错递归算法以进行Zernike矩计算的基本步骤。

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