Detail výsledku

Trajectory classification using HMMs

MLÍCH, J.; ZEMČÍK, P.; JIŘÍK, L. Trajectory classification using HMMs. WSCG 2009 Communication Papers. Plzeň: University of West Bohemia in Pilsen, 2009. p. 67-72. ISBN: 978-80-86943-94-7.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Mlích Jozef, Ing., FIT (FIT)
Zemčík Pavel, prof. Dr. Ing., dr. h. c., UPGM (FIT)
Jiřík Leoš, Ing.
Abstrakt

This paper focuses on evaluation of motion of objects through classification of their trajectories. The objects used for evaluation of the presented method are objects tracked in video sequence but the method is quite general and can be used for more general trajectories. The main potential application of the presented method is detection of abnormal behavior of humans, hand gesture detection and recognition, etc. Hidden Markov Models (HMMs) and Gaussian Mixture Models are used as the base of the the classification mechanism. The paper contains description of the method, description of experiments and their results, and conclusions.

Klíčová slova

Trajectory classification, Gaussian Mixture Models, Hidden Markov models, video sequences

Rok
2009
Strany
67–72
Sborník
WSCG 2009 Communication Papers
Konference
Winter School of Computer Graphics 2009
ISBN
978-80-86943-94-7
Vydavatel
University of West Bohemia in Pilsen
Místo
Plzeň
BibTeX
@inproceedings{BUT33723,
  author="Jozef {Mlích} and Pavel {Zemčík} and Leoš {Jiřík}",
  title="Trajectory classification using HMMs",
  booktitle="WSCG 2009 Communication Papers",
  year="2009",
  pages="67--72",
  publisher="University of West Bohemia in Pilsen",
  address="Plzeň",
  isbn="978-80-86943-94-7"
}
Projekty
Centrum počítačové grafiky, MŠMT, Centra základního výzkumu, LC06008, zahájení: 2006-03-01, ukončení: 2011-12-31, ukončen
Výzkumné skupiny
Pracoviště
Nahoru