3D (PSEUDO) ZERNIKE MOMENTS: FAST COMPUTATION VIA SYMMETRY PROPERTIES OF SPHERICAL HARMONICS AND RECURSIVE RADIAL POLYNOMIALS

被引:0
作者
Al-Rawi, Mohammed S. [1 ]
机构
[1] Univ Aveiro, IEETA, P-3810193 Aveiro, Portugal
来源
2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012) | 2012年
关键词
3D Zernike moments; 3D pseudo-Zernike moments; 3D invariants; symmetry; fast algorithm; IMAGE-ANALYSIS; DESCRIPTORS;
D O I
暂无
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
Based on pseudo-Zernike radial polynomials and spherical harmonics, we introduce a new form of three-dimensional (3D) moments that we call 3D pseudo-Zernike moments (3DPZMs). Then, using recursive generation of; Zernike radial polynomials, pseudo-Zernike radial polynomials, associated Legendre functions, and introducing a novel method to define 3D points-of-symmetry of spherical harmonics multiplied by the 3D object, we present an algorithm for the fast computation of three-dimensional (3D) Zernike moments (3DZMs) and 3DPZMs. The methods that we propose may play an important role in 3D object analysis and recognition. Asymptotic computational complexity and simulation tests have shown that the proposed symmetry-based algorithm is much faster than the direct (non-symmetry). 3DPZMs not only outperform 3DZMs, but they generate, for the same moment order, twice as much as the number of invariants that 3DZMs generate.
引用
收藏
页码:2353 / 2356
页数:4
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