Detail publikace

Porovnání algoritmů Back-Propagation a K-Means

ŠŤASTNÝ, J. ŠKORPIL, V.

Český název

Porovnání algoritmů Back-Propagation a K-Means

Anglický název

Back-Propagation and K-Means Algorithms Comparison

Typ

článek ve sborníku ve WoS nebo Scopus

Jazyk

en

Originální abstrakt

The paper describes the application of algorithms for object classification by using artificial neural networks. The MLP (Multi Layer Perceptron) and RBF (Radial Basis Function) neural networks were used. We compared results obtained by a using of learning algorithms Back-Propagation (BP) and K-Means. The real technological scene for object classification was simulated with digitization of two-dimensional pictures. The principles and algorithms given below have been used in an application that was developed at Brno University of Technology.

Český abstrakt

Článek se zabývá aplikací algoritmů pro klasifikaci objektů pomocí neuronových sítí. Byly testovány sítě MLP (Multi Layer Perceptron) a RBF (Radial Basis Function). Porovnány byly učící algoritmy Back-Propagation (BP) and K-Means. Reálná technologická scéna pro klasifikaci objektů byla similována digitalizovanými dvourozměrnými obrazy. Uvedené algoritmy byly impementovány v programovém prostředí, vyvinutém na VUT v Brně.

Anglický abstrakt

The paper describes the application of algorithms for object classification by using artificial neural networks. The MLP (Multi Layer Perceptron) and RBF (Radial Basis Function) neural networks were used. We compared results obtained by a using of learning algorithms Back-Propagation (BP) and K-Means. The real technological scene for object classification was simulated with digitization of two-dimensional pictures. The principles and algorithms given below have been used in an application that was developed at Brno University of Technology.

Klíčová slova anglicky

Image Processing, Back-Propagation Algorithm, K-Means Algorithm

Rok RIV

2006

Vydáno

16.11.2006

Nakladatel

The Chinese Institute of Electronics (CIE)

Místo

Guilin, China

Kniha

International Conference on Signal Processing ICSP06

Počet stran

4

BIBTEX


@inproceedings{BUT24078,
  author="Jiří {Šťastný} and Vladislav {Škorpil},
  title="Back-Propagation and K-Means Algorithms Comparison",
  booktitle="International Conference on Signal Processing ICSP06",
  year="2006",
  month="November",
  publisher="The Chinese Institute of Electronics (CIE)",
  address="Guilin, China"
}