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"
}