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Action Recognition Online with Hierarchical Self-Organizing Maps

Gharaee, Zahra LU ; Gärdenfors, Peter LU and Johnsson, Magnus LU (2016) SITIS 2016 - The 12th International Conference on SIGNAL IMAGE TECHNOLOGY & INTERNET BASED SYSTEMS p.1-7
Abstract
We present a hierarchical self-organizing map based system for online recognition of human actions. We have made a first evaluation of our system by training it on two different sets of recorded human actions, one set containing manner actions and one set containing result actions, and then tested it by letting a human performer carry out the actions online in real time in front of the system’s 3D-camera. The system successfully recognized more than 94% of the manner actions and most of the result actions carried out by the human performer.
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organization
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Contribution to conference
publication status
published
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pages
7 pages
conference name
SITIS 2016 - The 12th International Conference on SIGNAL IMAGE TECHNOLOGY & INTERNET BASED SYSTEMS
language
English
LU publication?
yes
id
d77dcd94-e940-4ff0-8488-d5f03e5ba049
date added to LUP
2016-12-04 17:12:46
date last changed
2016-12-05 16:34:09
@misc{d77dcd94-e940-4ff0-8488-d5f03e5ba049,
  abstract     = {We present a hierarchical self-organizing map based system for online recognition of human actions. We have made a first evaluation of our system by training it on two different sets of recorded human actions, one set containing manner actions and one set containing result actions, and then tested it by letting a human performer carry out the actions online in real time in front of the system’s 3D-camera. The system successfully recognized more than 94% of the manner actions and most of the result actions carried out by the human performer.},
  author       = {Gharaee, Zahra and Gärdenfors, Peter and Johnsson, Magnus},
  language     = {eng},
  pages        = {1--7},
  title        = {Action Recognition Online with Hierarchical Self-Organizing Maps},
  year         = {2016},
}