Detail publikace

Zpracování obrazu pomocí neuronové sítě

ŠKORPIL, V. ŠŤASTNÝ, J.

Český název

Zpracování obrazu pomocí neuronové sítě

Anglický název

Image Processing Using Neural Network

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

en

Originální abstrakt

This contribution describes the problem of the object classification by using artifical neural network. This is the question of the Back-propagation, Kohonen and ART network algorithms comparison. Back-propagation algorithm is based on minimization of neural network energy, Kohonen network is one of the self-organizing neural networks and characteristic feature of ART network is its ability to switch the variable and stable mode without damaging information learned. The application part includes the total evaluation of given algorithms on the bases of time learning and success in classification of given objects of two-dimensional technologic scene. The real technologic scene was simulated with digitization of two-dimensional pictures of real objects.

Český abstrakt

Příspěvek se zybývá problematikou klasifikace objektů pomocí neuronových sítí. Byly porovnány algoritmy Back-propagation, Kohonenovy sítě a sítě ART. Vyvinutá aplikace zahrnuje uvedené algoritmy, aplikované na dané objekty dvoujozměrné technologické scény. Reálná technologická scéna byla simulovaná digitalizací dvourorozměrných obrazů reálných objektů.

Anglický abstrakt

This contribution describes the problem of the object classification by using artifical neural network. This is the question of the Back-propagation, Kohonen and ART network algorithms comparison. Back-propagation algorithm is based on minimization of neural network energy, Kohonen network is one of the self-organizing neural networks and characteristic feature of ART network is its ability to switch the variable and stable mode without damaging information learned. The application part includes the total evaluation of given algorithms on the bases of time learning and success in classification of given objects of two-dimensional technologic scene. The real technologic scene was simulated with digitization of two-dimensional pictures of real objects.

Klíčová slova anglicky

Neural Networks, Image Processing, Pattern Recognition

Rok RIV

2002

Vydáno

05.09.2001

Nakladatel

Foerster

Místo

UTKO VUT Brno

ISBN

80-214-1962-8

Kniha

Proceedings of the Conference TSP 2001

Číslo edice

1

Strany od–do

22–27

Počet stran

6

BIBTEX


@inproceedings{BUT4168,
  author="Vladislav {Škorpil} and Jiří {Šťastný},
  title="Image Processing Using Neural Network",
  booktitle="Proceedings of the Conference TSP 2001",
  year="2001",
  month="September",
  pages="22--27",
  publisher="Foerster",
  address="UTKO VUT Brno",
  isbn="80-214-1962-8"
}