Literature DB >> 20542765

Fast computation of Tchebichef moments for binary and grayscale images.

Huazhong Shu1, Hui Zhang, Beijing Chen, Pascal Haigron, Limin Luo.   

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.

Mesh:

Year:  2010        PMID: 20542765      PMCID: PMC3235093          DOI: 10.1109/TIP.2010.2052276

Source DB:  PubMed          Journal:  IEEE Trans Image Process        ISSN: 1057-7149            Impact factor:   10.856


  13 in total

1.  Image description with Chebyshev-Fourier moments.

Authors:  ZiLiang Ping; RiGeng Wu; YunLong Sheng
Journal:  J Opt Soc Am A Opt Image Sci Vis       Date:  2002-09       Impact factor: 2.129

2.  Some computational aspects of discrete orthonormal moments.

Authors:  R Mukundan
Journal:  IEEE Trans Image Process       Date:  2004-08       Impact factor: 10.856

3.  An efficient method for the computation of Legendre moments.

Authors:  Pew-Thian Yap; Raveendran Paramesran
Journal:  IEEE Trans Pattern Anal Mach Intell       Date:  2005-12       Impact factor: 6.226

4.  Image description with generalized pseudo-Zernike moments.

Authors:  Ting Xia; Hongqing Zhu; Huazhong Shu; Pascal Haigron; Limin Luo
Journal:  J Opt Soc Am A Opt Image Sci Vis       Date:  2007-01       Impact factor: 2.129

Review 5.  Moment-based approaches in imaging part 2: invariance.

Authors:  H Shu; L Luo; J L Coatrieux; Jean-Louis Coatrieux
Journal:  IEEE Eng Med Biol Mag       Date:  2008 Jan-Feb

6.  Image analysis by Krawtchouk moments.

Authors:  Pew-Thian Yap; Raveendran Paramesran; Seng-Huat Ong
Journal:  IEEE Trans Image Process       Date:  2003       Impact factor: 10.856

7.  Refined moment calculation using image block representation.

Authors:  J Flusser
Journal:  IEEE Trans Image Process       Date:  2000       Impact factor: 10.856

8.  Image analysis by Tchebichef moments.

Authors:  R Mukundan; S H Ong; P A Lee
Journal:  IEEE Trans Image Process       Date:  2001       Impact factor: 10.856

9.  A look at . . . . Moment-based approaches in imaging part 4: Some applications.

Authors:  Huazhong Shu; Limin Luo; Jean-Louis Coatrieux
Journal:  IEEE Eng Med Biol Mag       Date:  2008 Sep-Oct

10.  Moment-based approaches in imaging part 3: computational considerations.

Authors:  Jean-Louis Coatrieux; Huazhong Shu; Limin Luo
Journal:  IEEE Eng Med Biol Mag       Date:  2008 May-Jun
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