Hyperspectral Image Clustering Method Based on Artificial Bee Colony Algorithm

被引:0
作者
Sun, Xu [1 ]
Yang, Lina [1 ]
Zhang, Bing [1 ]
Gao, Lianru [1 ]
Zhang, Liang [2 ]
机构
[1] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, Beijing, Peoples R China
[2] Naval Inst Hydrog Surveying & Charting, Tianjin, Peoples R China
来源
2013 SIXTH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTATIONAL INTELLIGENCE (ICACI) | 2013年
关键词
Hyperspectral image; Clustering; Artificial Bee Colony; ABC OPTIMIZATION ALGORITHM;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Pixel clustering is a common hyperspectral image processing technique. Its process is to find the appropriate cluster centers and assign each pixel to a center according to a certain metric. Artificial Bee Colony (ABC) algorithm based pattern clustering is proved to have better performance than traditional clustering methods such as K-means. Therefore, studies on hyperspectral image clustering method based on ABC algorithm are done. The target function and feasible solution space are determined, and the complete process is given. The proposed algorithm and other algorithms are compared and analyzed with the use of two sets of real hyperspectral remote sensing data and ground survey results.
引用
收藏
页码:106 / 109
页数:4
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