Nonlinear image processing and filtering: A unified approach based on vertically weighted regression

Rafajłowicz, Ewaryst (1953- ); Pawlak, Mirosław; Steland, Angsar

Download

Title: Nonlinear image processing and filtering: A unified approach based on vertically weighted regression

Subtitle:

Group publication title:

AMCS, volume 18 (2008)

Abstract:

A class of nonparametric smoothing kernel methods for image processing and filtering that possess edge-preserving properties is examined. The proposed approach is a nonlinearly modified version of the classical nonparametric regression estimates utilizing the concept of vertical weighting. The method unifies a number of known nonlinear image filtering and denoising algorithms such as bilateral and steering kernel filters. It is shown that vertically weighted filters can be realized by a structure of three interconnected radial basis function (RBF) networks. We also assess the performance of the algorithm by studying industrial images.

Publisher:

Zielona Góra: Uniwersytet Zielonogórski

Resource Identifier:

oai:zbc.uz.zgora.pl:78696

DOI:

10.2478/v10006-008-0005-z

Pages:

49-61

Source:

AMCS, volume 18, number 1 (2008) ; click here to follow the link

Language:

eng

Rights:

Biblioteka Uniwersytetu Zielonogórskiego

Subject and keywords:

image filtering vertically weighted regression nonlinear filters

Object collections:

Digital Library of Zielona Góra > Repository > Faculties > Faculty of Computer, Electrical and Control Engineering

Digital Library of Zielona Góra > Repository > Types of work > Articles

Digital Library of Zielona Góra > Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2008)

Last modified:

Nov 8, 2024

In our library since:

Apr 4, 2024

Number of object content hits:

All available object's versions:

https://zbc.uz.zgora.pl/publication/88440

Show description in RDF format:

RDF

Show description in OAI-PMH format:

OAI-PMH

International Journal of Applied Mathematics and Computer Science (AMCS)

Edition name	Date
Nonlinear image processing and filtering: A unified approach based on vertically weighted regression	Nov 8, 2024

Object

Title: Nonlinear image processing and filtering: A unified approach based on vertically weighted regression

Creator:

Date:

Resource Type:

Contributor:

Subtitle:

Group publication title:

Abstract:

Publisher:

Resource Identifier:

DOI:

Pages:

Source:

Language:

Rights:

Subject and keywords:

Object collections:

Last modified:

In our library since:

Number of object content hits:

All available object's versions:

Show description in RDF format:

Show description in OAI-PMH format:

Objects

Similar

similar in FBC

Contact details

Address

Phone

E-Mail