IMAGE-PROCESSING BY SIMULATED ANNEALING

被引:79
作者
CARNEVALI, P
COLETTI, L
PATARNELLO, S
机构
关键词
D O I
10.1147/rd.296.0569
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
It is shown that simulated annealing, a statistical mechanics method recently proposed as a tool in solving complex optimization problems, can be used in problems arising in image processing. The problems examined are the estimation of the parameters necessary to describe a geometrical pattern corrupted by noise, the smoothing of bi-level images, and the process of halftoning a continuous-level image. The analogy between the system to be optimized and an equivalent physical system, whose ground state is sought, is put forward by showing that some of these problems are formally equivalent to ground state problems for two-dimensional Ising spin systems. In the case of low snr's, the methods proposed give better results than those obtained with standard techniques.
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页码:569 / 579
页数:11
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