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图像矩的精确计算。

Accurate calculation of image moments.

作者信息

Kotoulas Leonidas, Andreadis Ioannis

机构信息

Laboratory of Electronics, Department of Electrical and Computer Engineering, Democritus University of Thrace, Xanthi, GR 671-00, Greece.

出版信息

IEEE Trans Image Process. 2007 Aug;16(8):2028-37. doi: 10.1109/tip.2007.899621.

Abstract

Image moments have been extensively used as feature descriptors. However, the quantization error introduced in discrete signals presents problems, especially when dealing with small-size images. This results in the fact that the invariant properties of moments are compromised. In this paper, we present a technique suitable for the calculation of moments from a continuous signal, derived by piecewise polynomial interpolation of the corresponding discrete one. The computed moments exhibit significantly increased accuracy while requiring trivial computational effort. Zernike moments are then computed using the proposed scheme and are shown to display increased stability to geometrical transformations.

摘要

图像矩已被广泛用作特征描述符。然而,离散信号中引入的量化误差带来了问题,尤其是在处理小尺寸图像时。这导致矩的不变特性受到损害。在本文中,我们提出了一种适用于从连续信号计算矩的技术,该技术通过对相应离散信号进行分段多项式插值得到。计算出的矩在需要微不足道的计算量的同时,精度显著提高。然后使用所提出的方案计算泽尼克矩,并显示出对几何变换具有更高的稳定性。

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