Publication result detail

Trajectory classification using HMMs

MLÍCH, J.; ZEMČÍK, P.; JIŘÍK, L.

Original Title

Trajectory classification using HMMs

English Title

Trajectory classification using HMMs

Type

Paper in proceedings outside WoS and Scopus

Original Abstract

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.

English abstract

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.

Keywords

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

Key words in English

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

Authors

MLÍCH, J.; ZEMČÍK, P.; JIŘÍK, L.

RIV year

2010

Released

20.05.2009

Publisher

University of West Bohemia in Pilsen

Location

Plzeň

ISBN

978-80-86943-94-7

Book

WSCG 2009 Communication Papers

Pages from

67

Pages to

72

Pages count

6

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"
}