JOURNAL ARTICLE

Intuitionistic fuzzy entropy clustering algorithm for infrared image segmentation

Xiaoguang ZhouZhao RenhouFengquan YuHuaiying Tian

Year: 2016 Journal:   Journal of Intelligent & Fuzzy Systems Vol: 30 (3)Pages: 1831-1840   Publisher: IOS Press

Abstract

In order to discover the detailed information contained in the infrared image, this paper proposes an intuitionistic fuzzy entropy clustering algorithm for image segmentation. Because of the blurred characteristic of the infrared image, the intuitionistic fuzzy sets are selected for infrared image segmentation. The object function of the intuitionistic fuzzy entropy clustering algorithm is constructed by the intuitionistic fuzzy distance and the intuitionistic fuzzy entropy based on the regularization technique. The condition of the ntuitionistic fuzzy entropy clustering algorithm is researched. The Lagrange multiplier method is employed to calculate membership functions and the centroids. An iterative algorithm is deduced to calculate Lagrange multiplier coefficient and membership. Finally, experimental results demonstrate the ability of the intuitionistic fuzzy entropy clustering algorithm for infrared image segmentation.

Keywords:
Image segmentation Lagrange multiplier Mathematics Pattern recognition (psychology) Fuzzy clustering Cluster analysis Artificial intelligence Centroid Entropy (arrow of time) Membership function Fuzzy logic Algorithm Segmentation Fuzzy set Computer science Mathematical optimization Physics

Metrics

20
Cited By
1.67
FWCI (Field Weighted Citation Impact)
24
Refs
0.90
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Multi-Criteria Decision Making
Social Sciences →  Decision Sciences →  Management Science and Operations Research

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