Ing. Jozef Mlích

Mlích, J., Chmelař, P.: Trajectory classification based on Hidden Markov Models, In: Proceedings of 18th International Conference on Computer Graphics and Vision, Moscow, RU, LMSU, 2008, p. 101-105, ISBN 978-5-9556-0112-0
Publication language:english
Original title:Trajectory classification based on Hidden Markov Models
Title (cs):Klasifikace trajektorií pomocí skrytých markovových modelů
Pages:101-105
Proceedings:Proceedings of 18th International Conference on Computer Graphics and Vision
Conference:GraphiCon'2008
Place:Moscow, RU
Year:2008
ISBN:978-5-9556-0112-0
Publisher:Lomonosov Moscow State University
URL:http://www.graphicon.ru/2008/proceedings/English/S5/Paper_1.pdf [PDF]
Keywords
HMM, Trajectory, Classification
Annotation
This paper presents a method for statistical modeling and classification of motion trajectories using Hidden Markov Models. Mass recordings from visual surveillance  are processed to extract objects trajectories. Hidden Markov Models of classes of behaviour are created upon some annotated trajectories. In this way, information about complex object behaviour of objects can be discovered.

Additionally, an experiment shows the successful application of Hidden Markov Models on trajectories of people in an underground station in Roma. Finally, a comparison of efficiency on different data sets, is discussed.
BibTeX:
@INPROCEEDINGS{
   author = {Jozef Mlích and Petr Chmelař},
   title = {Trajectory classification based on Hidden Markov Models},
   pages = {101--105},
   booktitle = {Proceedings of 18th International Conference on Computer
	Graphics and Vision},
   year = {2008},
   location = {Moscow, RU},
   publisher = {Lomonosov Moscow State University},
   ISBN = {978-5-9556-0112-0},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php?id=8680}
}

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