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Hierarchical Self-Organizing Maps System for Action Classification

Gharaee, Zahra LU ; Gärdenfors, Peter LU and Johnsson, Magnus LU (2017) ICAART 2017-International Conference on Agents and Artificial Intelligence In Proceedings of the 9th International Conference on Agents and Artificial Intelligence (ICAART 2017) p.583-590
Abstract
We present a novel action recognition system that is able to learn how to recognize and classify actions. Our system employs a three-layered hierarchy of Self-Organizing Maps together with a supervised neural network for labelling the actions. We have evaluated our system in an experiments consisting of ten different actions from a publicly available data set. The results are encouraging with 83% correctly classified actions based on the actor’s spatial trajectory.
Please use this url to cite or link to this publication:
author
organization
publishing date
type
Chapter in Book/Report/Conference proceeding
publication status
published
subject
in
Proceedings of the 9th International Conference on Agents and Artificial Intelligence (ICAART 2017)
pages
8 pages
publisher
SciTePress
conference name
ICAART 2017-International Conference on Agents and Artificial Intelligence
external identifiers
  • wos:000413244200062
ISBN
978-989-758-220-2
DOI
10.5220/0006199305830590
language
English
LU publication?
yes
id
98c8370a-8170-4acb-918e-37cb31933e8b
date added to LUP
2016-12-04 17:31:13
date last changed
2018-07-22 04:31:49
@inproceedings{98c8370a-8170-4acb-918e-37cb31933e8b,
  abstract     = {We present a novel action recognition system that is able to learn how to recognize and classify actions. Our system employs a three-layered hierarchy of Self-Organizing Maps together with a supervised neural network for labelling the actions. We have evaluated our system in an experiments consisting of ten different actions from a publicly available data set. The results are encouraging with 83% correctly classified actions based on the actor’s spatial trajectory.},
  author       = {Gharaee, Zahra and Gärdenfors, Peter and Johnsson, Magnus},
  booktitle    = {Proceedings of the 9th International Conference on Agents and Artificial Intelligence (ICAART 2017)},
  isbn         = {978-989-758-220-2},
  language     = {eng},
  pages        = {583--590},
  publisher    = {SciTePress},
  title        = {Hierarchical Self-Organizing Maps System for Action Classification},
  url          = {http://dx.doi.org/10.5220/0006199305830590},
  year         = {2017},
}