Expand this Topic clickable element to expand a topic
Skip to content
Optica Publishing Group

Texture classification using discrete Tchebichef moments

Not Accessible

Your library or personal account may give you access

Abstract

In this paper, a method to characterize texture images based on discrete Tchebichef moments is presented. A global signature vector is derived from the moment matrix by taking into account both the magnitudes of the moments and their order. The performance of our method in several texture classification problems was compared with that achieved through other standard approaches. These include Haralick’s gray-level co-occurrence matrices, Gabor filters, and local binary patterns. An extensive texture classification study was carried out by selecting images with different contents from the Brodatz, Outex, and VisTex databases. The results show that the proposed method is able to capture the essential information about texture, showing comparable or even higher performance than conventional procedures. Thus, it can be considered as an effective and competitive technique for texture characterization.

© 2013 Optical Society of America

Full Article  |  PDF Article
More Like This
Improving the performance of image classification by Hahn moment invariants

Mhamed Sayyouri, Abdeslam Hmimid, and Hassan Qjidaa
J. Opt. Soc. Am. A 30(11) 2381-2394 (2013)

Geometric invariant blind image watermarking by invariant Tchebichef moments

Li Zhang, Gong-bin Qian, Wei-wei Xiao, and Zhen Ji
Opt. Express 15(5) 2251-2261 (2007)

Tchebichef moment based restoration of Gaussian blurred images

Ahlad Kumar, Raveendran Paramesran, Chern-Loon Lim, and Sarat C. Dass
Appl. Opt. 55(32) 9006-9016 (2016)

Cited By

You do not have subscription access to this journal. Cited by links are available to subscribers only. You may subscribe either as an Optica member, or as an authorized user of your institution.

Contact your librarian or system administrator
or
Login to access Optica Member Subscription

Figures (5)

You do not have subscription access to this journal. Figure files are available to subscribers only. You may subscribe either as an Optica member, or as an authorized user of your institution.

Contact your librarian or system administrator
or
Login to access Optica Member Subscription

Tables (2)

You do not have subscription access to this journal. Article tables are available to subscribers only. You may subscribe either as an Optica member, or as an authorized user of your institution.

Contact your librarian or system administrator
or
Login to access Optica Member Subscription

Equations (15)

You do not have subscription access to this journal. Equations are available to subscribers only. You may subscribe either as an Optica member, or as an authorized user of your institution.

Contact your librarian or system administrator
or
Login to access Optica Member Subscription

Select as filters


Select Topics Cancel
© Copyright 2024 | Optica Publishing Group. All Rights Reserved