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 |
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| Original title: | Trajectory classification based on Hidden Markov Models |
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| Title (cs): | Klasifikace trajektorií pomocí skrytých markovových modelů |
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| Pages: | 101-105 |
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| Proceedings: | Proceedings of 18th International Conference on Computer Graphics and Vision |
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| Conference: | GraphiCon'2008 |
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| Place: | Moscow, RU |
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| Year: | 2008 |
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| ISBN: | 978-5-9556-0112-0 |
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| Publisher: | Lomonosov Moscow State University |
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| URL: | http://www.graphicon.ru/2008/proceedings/English/S5/Paper_1.pdf [PDF] |
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| Keywords |
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HMM, Trajectory, Classification
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| Annotation |
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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: |
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@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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