Suppr超能文献

快速计算二值和灰度图像的切比雪夫矩。

Fast computation of Tchebichef moments for binary and grayscale images.

机构信息

Southeast University, Nanjing, China.

出版信息

IEEE Trans Image Process. 2010 Dec;19(12):3171-80. doi: 10.1109/TIP.2010.2052276. Epub 2010 Jun 10.

Abstract

Discrete orthogonal moments have been recently introduced in the field of image analysis. It was shown that they have better image representation capability than the continuous orthogonal moments. One problem concerning the use of moments as feature descriptors is the high computational cost, which may limit their application to the problems where the online computation is required. In this paper, we present a new approach for fast computation of the 2-D Tchebichef moments. By deriving some properties of Tchebichef polynomials, and using the image block representation for binary images and intensity slice representation for grayscale images, a fast algorithm is proposed for computing the moments of binary and grayscale images. The theoretical analysis shows that the computational complexity of the proposed method depends upon the number of blocks of the image, thus, it can speed up the computational efficiency as far as the number of blocks is smaller than the image size.

摘要

离散正交矩最近在图像分析领域得到了应用。研究表明,它们比连续正交矩具有更好的图像表示能力。矩作为特征描述符的一个问题是计算成本高,这可能限制了它们在需要在线计算的问题中的应用。本文提出了一种快速计算二维切比雪夫矩的新方法。通过推导切比雪夫多项式的一些性质,并利用二值图像的图像块表示和灰度图像的强度切片表示,提出了一种用于计算二值和灰度图像矩的快速算法。理论分析表明,所提出方法的计算复杂度取决于图像块的数量,因此,只要块的数量小于图像大小,就可以提高计算效率。

相似文献

1
Fast computation of Tchebichef moments for binary and grayscale images.
IEEE Trans Image Process. 2010 Dec;19(12):3171-80. doi: 10.1109/TIP.2010.2052276. Epub 2010 Jun 10.
2
Image analysis by Tchebichef moments.
IEEE Trans Image Process. 2001;10(9):1357-64. doi: 10.1109/83.941859.
3
Efficient 3D geometric and Zernike moments computation from unstructured surface meshes.
IEEE Trans Pattern Anal Mach Intell. 2011 Mar;33(3):471-84. doi: 10.1109/TPAMI.2010.139.
4
Accurate calculation of image moments.
IEEE Trans Image Process. 2007 Aug;16(8):2028-37. doi: 10.1109/tip.2007.899621.
5
Real-time computation of two-dimensional moments on binary images using image block representation.
IEEE Trans Image Process. 1998;7(11):1609-15. doi: 10.1109/83.725368.
6
An efficient method for the computation of Legendre moments.
IEEE Trans Pattern Anal Mach Intell. 2005 Dec;27(12):1996-2002. doi: 10.1109/TPAMI.2005.232.
7
Some computational aspects of discrete orthonormal moments.
IEEE Trans Image Process. 2004 Aug;13(8):1055-9. doi: 10.1109/tip.2004.828430.
8
No-Reference Image Blur Assessment Based on Discrete Orthogonal Moments.
IEEE Trans Cybern. 2016 Jan;46(1):39-50. doi: 10.1109/TCYB.2015.2392129. Epub 2015 Jan 29.
9
Fast recursive computation of 3D geometric moments from surface meshes.
IEEE Trans Pattern Anal Mach Intell. 2012 Nov;34(11):2158-63. doi: 10.1109/TPAMI.2012.23.
10
Improving the performance of image classification by Hahn moment invariants.
J Opt Soc Am A Opt Image Sci Vis. 2013 Nov 1;30(11):2381-94. doi: 10.1364/JOSAA.30.002381.

引用本文的文献

1
Performance enhancement of high order Hahn polynomials using multithreading.
PLoS One. 2023 Oct 25;18(10):e0286878. doi: 10.1371/journal.pone.0286878. eCollection 2023.

本文引用的文献

1
A look at . . . . Moment-based approaches in imaging part 4: Some applications.
IEEE Eng Med Biol Mag. 2008 Sep-Oct;27(5):116-8. doi: 10.1109/MEMB.2008.927990.
2
Moment-based approaches in imaging part 3: computational considerations.
IEEE Eng Med Biol Mag. 2008 May-Jun;27(3):89-91. doi: 10.1109/MEMB.2008.918690.
3
Real-time computation of two-dimensional moments on binary images using image block representation.
IEEE Trans Image Process. 1998;7(11):1609-15. doi: 10.1109/83.725368.
4
Moment-based approaches in imaging part 2: invariance.
IEEE Eng Med Biol Mag. 2008 Jan-Feb;27(1):81-3. doi: 10.1109/MEMB.2007.911462.
5
Refined moment calculation using image block representation.
IEEE Trans Image Process. 2000;9(11):1977-8. doi: 10.1109/83.877219.
6
Image analysis by Tchebichef moments.
IEEE Trans Image Process. 2001;10(9):1357-64. doi: 10.1109/83.941859.
7
Image analysis by Krawtchouk moments.
IEEE Trans Image Process. 2003;12(11):1367-77. doi: 10.1109/TIP.2003.818019.
8
Moment-based approaches in imaging. Part 1, basic features.
IEEE Eng Med Biol Mag. 2007 Sep-Oct;26(5):70-4. doi: 10.1109/emb.2007.906026.
9
Image analysis using hahn moments.
IEEE Trans Pattern Anal Mach Intell. 2007 Nov;29(11):2057-62. doi: 10.1109/TPAMI.2007.70709.
10
Image description with generalized pseudo-Zernike moments.
J Opt Soc Am A Opt Image Sci Vis. 2007 Jan;24(1):50-9. doi: 10.1364/josaa.24.000050.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验