Publication detail

Back-Propagation and K-Means Algorithms Comparison

ŠŤASTNÝ, J. ŠKORPIL, V.

Czech title

Porovnání algoritmů Back-Propagation a K-Means

English title

Back-Propagation and K-Means Algorithms Comparison

Type

conference paper

Language

en

Original abstract

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.

Czech abstract

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.

English abstract

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.

Keywords in English

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

RIV year

2006

Released

16.11.2006

Publisher

The Chinese Institute of Electronics (CIE)

Location

Guilin, China

Book

International Conference on Signal Processing ICSP06

Pages count

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"
}