ENTROPY - A NEW DEFINITION AND ITS APPLICATIONS

被引:206
作者
PAL, NR
PAL, SK
机构
[1] Electronics and Communication Sciences Unit, Indian Statistical Institute, Calcutta
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS | 1991年 / 21卷 / 05期
关键词
D O I
10.1109/21.120079
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Shannon's definition of entropy is critically examined and a new definition of classical entropy based on the exponential behavior of information-gain is proposed along with its justification. The concept is then extended to gray tone image for defining its global, local and conditional entropy. Based on these definitions four algorithms for object extraction are developed and implemented. One of these algorithms uses a Poisson distribution-based model of an ideal image. Finally, a concept of positional entropy giving an information regarding the location of an object in a scene is introduced.
引用
收藏
页码:1260 / 1270
页数:11
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