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"
}