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首页> 外文期刊>Pattern Recognition: The Journal of the Pattern Recognition Society >On the efficient computation of 2-D image moments using the discrete radon transform
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On the efficient computation of 2-D image moments using the discrete radon transform

机译:利用离散radon变换有效地计算二维图像矩

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摘要

In this paper, a fast algorithm for the computation of two-dimensional image moments is proposed. In our approach, a new discrete Radon transform (DRT) is used for the major part of the algorithm. The new DRT preserves an important property of the continuous Radon transform that the regular or geometric moments can be directly obtained from the projection data. With this property, the computation of two-dimensional (2-D) image moments can be decomposed to become a number of one-dimensional (1-D) ones, hence it reduces greatly the computational complexity. The new DRT algorithm can be applied with a recursive approach such that the number of multiplication required is further reduced. However, the number of addition will then be increased. It suits to the situation where the effort for realizing multiplication is much greater than addition. Comparisons of the present approaches with some known methods show that the proposed algorithms significantly reduce the complexity and computation time. (C) 1997 Pattern Recognition Society. Published by Elsevier Science Ltd. [References: 16]
机译:本文提出了一种二维图像矩的快速算法。在我们的方法中,新的离散Radon变换(DRT)用于算法的主要部分。新的DRT保留了连续Radon变换的重要属性,即可以直接从投影数据中获得规则矩或几何矩。利用该特性,可以将二维(2-D)图像矩的计算分解为多个一维(1-D)图像矩,因此大大降低了计算复杂度。新的DRT算法可以与递归方法一起使用,从而进一步减少了所需的乘法次数。但是,添加数量将增加。它适合于实现乘法的工作量远大于加法的情况。本方法与一些已知方法的比较表明,所提出的算法显着降低了复杂度和计算时间。 (C)1997模式识别学会。由Elsevier Science Ltd.发布[参考文献:16]

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