Continuous Choquet integrals with respect to random sets with applications to landmine detection

被引:0
|
作者
Gader, PD [1 ]
Lee, WH [1 ]
Mendez-Vasquez, A [1 ]
机构
[1] Univ Florida, Dept Comp & Informat Sci & Engn, Gainesville, FL 32611 USA
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A hit-miss transform is defined using Choquet integrals with respect to random sets. In this context, random sets represent random shapes defined on the plane. Random sets are characterized by their capacity functionals. Capacity functionals are fuzzy measures. Choquet integrals with respect to random sets are interpreted as stochastic morphological operations. Specifically, the integrals represent the average probability that sets either intersect or are contained in the random sets. Formulas are defined for random erosions and dilations of disks and annuli with Gaussian radii. Applications to landmine detection are given.
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页码:523 / 528
页数:6
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