Unsupervised Texture Segmentation Using Active Contour Model and Oscillating Information
Joint Authors
Duan, Jinming
Pan, Zhenkuan
Zhao, Ximei
Zhang, Zhimei
Dong, Qian
Wang, Guodong
Source
Journal of Applied Mathematics
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-06-25
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Textures often occur in real-world images and may cause considerable difficulties in image segmentation.
In order to segment texture images, we propose a new segmentation model that combines image decomposition model and active contour model.
The former model is capable of decomposing structural and oscillating components separately from texture image, and the latter model can be used to provide smooth segmentation contour.
In detail, we just replace the data term of piecewise constant/smooth approximation in CCV (convex Chan-Vese) model with that of image decomposition model-VO (Vese-Osher).
Therefore, our proposed model can estimate both structural and oscillating components of texture images as well as segment textures simultaneously.
In addition, we design fast Split-Bregman algorithm for our proposed model.
Finally, the performance of our method is demonstrated by segmenting some synthetic and real texture images.
American Psychological Association (APA)
Wang, Guodong& Pan, Zhenkuan& Dong, Qian& Zhao, Ximei& Zhang, Zhimei& Duan, Jinming. 2014. Unsupervised Texture Segmentation Using Active Contour Model and Oscillating Information. Journal of Applied Mathematics،Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-485252
Modern Language Association (MLA)
Wang, Guodong…[et al.]. Unsupervised Texture Segmentation Using Active Contour Model and Oscillating Information. Journal of Applied Mathematics No. 2014 (2014), pp.1-11.
https://search.emarefa.net/detail/BIM-485252
American Medical Association (AMA)
Wang, Guodong& Pan, Zhenkuan& Dong, Qian& Zhao, Ximei& Zhang, Zhimei& Duan, Jinming. Unsupervised Texture Segmentation Using Active Contour Model and Oscillating Information. Journal of Applied Mathematics. 2014. Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-485252
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-485252