COMPACT OBJECT RECOGNITION USING ENERGY-FUNCTION-BASED OPTIMIZATION

被引:27
作者
FRIEDLAND, NS
ROSENFELD, A
机构
[1] Center for Automation Research, University of Maryland, College Park, MD
关键词
MARKOV RANDOM FIELD; OBJECT DETECTION; OBJECT RECOGNITION; SIMULATED ANNEALING;
D O I
10.1109/34.142912
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes a method of recognizing objects whose contours can be represented in smoothly varying polar coordinate form. Both low- and high-level information about the object (contour smoothness and edge sharpness at the low level and contour shape at the high level) are incorporated into a single energy function that defines a 1-D, cyclic, Markov random field (1DCMRF). This 1DCMRF is based on a polar coordinate object representation whose center can be initialized at any location within the object. The recognition process is based on energy function minimization, which is implemented by simulated annealing.
引用
收藏
页码:770 / 777
页数:8
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