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Robert Minlos
Former Visitor, IITP, Russie
Contact :
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| Last publications in Ariana Research Group :
Object Extraction Using a Stochastic Birth-and-Death Dynamics in Continuum. X. Descombes and R. Minlos and E. Zhizhina. Journal of Mathematical Imaging and Vision, 33(3): pages 347-359, 2009. Keywords : birth and death process, Marked point process, Object extraction. Copyright : Springer
@ARTICLE{DZM08,
|
author |
= |
{Descombes, X. and Minlos, R. and Zhizhina, E.}, |
title |
= |
{Object Extraction Using a Stochastic Birth-and-Death Dynamics in Continuum}, |
year |
= |
{2009}, |
journal |
= |
{Journal of Mathematical Imaging and Vision}, |
volume |
= |
{33}, |
number |
= |
{3}, |
pages |
= |
{347-359}, |
pdf |
= |
{http://dx.doi.org/10.1007/s10851-008-0117-y}, |
keyword |
= |
{birth and death process, Marked point process, Object extraction} |
} |
Abstract :
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. |
Object extraction using a stochastic birth-and-death dynamics in continuum. X. Descombes and R. Minlos and E. Zhizhina. Research Report 6135, INRIA, 2007. Keywords : birth and death process, Stochastic modeling, Wavelets.
@TECHREPORT{RR-6135,
|
author |
= |
{Descombes, X. and Minlos, R. and Zhizhina, E.}, |
title |
= |
{Object extraction using a stochastic birth-and-death dynamics in continuum}, |
year |
= |
{2007}, |
institution |
= |
{INRIA}, |
type |
= |
{Research Report}, |
number |
= |
{6135}, |
url |
= |
{https://hal.inria.fr/inria-00133726}, |
pdf |
= |
{http://hal.inria.fr/inria-00133726}, |
keyword |
= |
{birth and death process, Stochastic modeling, Wavelets} |
} |
Abstract :
We define a new birth and death dynamics dealing with configurations of discs 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 extracting objects. 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. |
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All publications in Ariana Research Group
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