Granular computing, rough entropy and object extraction

被引:126
作者
Pal, SK
Shankar, BU [1 ]
Mitra, P
机构
[1] Indian Stat Inst, Machine Intelligence Unit, Kolkata 700108, W Bengal, India
[2] Indian Inst Technol, Dept Comp Sci & Engn, Kanpur 208016, Uttar Pradesh, India
关键词
rough sets; entropy; image segmentation; set approximation; granules;
D O I
10.1016/j.patrec.2005.05.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The problem of image object extraction in the framework of rough sets and granular computing is addressed. A measure called "rough entropy of image" is defined based on the concept of image granules. Its maximization results in minimization of roughness in both object and background regions; thereby determining the threshold of partitioning. Methods of selecting the appropriate granule size and efficient computation of rough entropy are described. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:2509 / 2517
页数:9
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