Object Extraction Using a Stochastic Birth-and-Death Dynamics in Continuum

被引:76
作者
Descombes, Xavier [1 ]
Minlos, Robert [2 ]
Zhizhina, Elena [2 ]
机构
[1] INRIA I3S, Ariana Res Grp, F-06902 Sophia Antipolis, France
[2] Lab Dobrushin IITP, Moscow 127994, Russia
关键词
Object extraction; Stochastic modeling; Birth and death dynamics; POINT-PROCESSES;
D O I
10.1007/s10851-008-0117-y
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We define a new birth and death dynamics dealing with configurations of disks in the plane. We prove the convergence of the continuous process and propose a discrete scheme converging to the continuous case. This framework is developed to address image processing problems consisting in detecting a configuration of objects from a digital image. The derived algorithm is applied for tree crown extraction and bird detection from aerial images. The performance of this approach is shown on real data.
引用
收藏
页码:347 / 359
页数:13
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