Literature DB >> 19933003

Blurred image recognition by Legendre moment invariants.

Hui Zhang1, Huazhong Shu, Guoniu N Han, Gouenou Coatrieux, Limin Luo, Jean Louis Coatrieux.   

Abstract

Processing blurred images is a key problem in many image applications. Existing methods to obtain blur invariants which are invariant with respect to centrally symmetric blur are based on geometric moments or complex moments. In this paper, we propose a new method to construct a set of blur invariants using the orthogonal Legendre moments. Some important properties of Legendre moments for the blurred image are presented and proved. The performance of the proposed descriptors is evaluated with various point-spread functions and different image noises. The comparison of the present approach with previous methods in terms of pattern recognition accuracy is also provided. The experimental results show that the proposed descriptors are more robust to noise and have better discriminative power than the methods based on geometric or complex moments.

Year:  2009        PMID: 19933003      PMCID: PMC3245248          DOI: 10.1109/TIP.2009.2036702

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


  9 in total

1.  Recognition of motion-blurred images by use of the method of moments.

Authors:  Adrian Stern; Inna Kruchakov; Eitan Yoavi; Norman S Kopeika
Journal:  Appl Opt       Date:  2002-04-10       Impact factor: 1.980

2.  Blind deconvolution using a variational approach to parameter, image, and blur estimation.

Authors:  Rafael Molina; Javier Mateos; Aggelos K Katsaggelos
Journal:  IEEE Trans Image Process       Date:  2006-12       Impact factor: 10.856

3.  Moment-based approaches in imaging. Part 1, basic features.

Authors:  Huazhong Shu; Limin Luo; Jean-Louis Coatrieux
Journal:  IEEE Eng Med Biol Mag       Date:  2007 Sep-Oct

4.  Recognition of blurred images by the method of moments.

Authors:  J Flusser; T Suk; S Saic
Journal:  IEEE Trans Image Process       Date:  1996       Impact factor: 10.856

5.  Blur identification by residual spectral matching.

Authors:  A E Savakis; H J Trussell
Journal:  IEEE Trans Image Process       Date:  1993       Impact factor: 10.856

6.  Space-variant restoration of images degraded by camera motion blur.

Authors:  Michal Sorel; Jan Flusser
Journal:  IEEE Trans Image Process       Date:  2008-02       Impact factor: 10.856

Review 7.  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

8.  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

9.  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
  9 in total
  2 in total

1.  Combined invariants to similarity transformation and to blur using orthogonal Zernike moments.

Authors:  Beijing Chen; Huazhong Shu; Hui Zhang; Gouenou Coatrieux; Limin Luo; Jean Louis Coatrieux
Journal:  IEEE Trans Image Process       Date:  2010-07-29       Impact factor: 10.856

2.  Detection of Interactions between Proteins by Using Legendre Moments Descriptor to Extract Discriminatory Information Embedded in PSSM.

Authors:  Yan-Bin Wang; Zhu-Hong You; Li-Ping Li; Yu-An Huang; Hai-Cheng Yi
Journal:  Molecules       Date:  2017-08-18       Impact factor: 4.411

  2 in total

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