On the Analysis of Neural Networks for Image Processing

Berend-Jan van der Zwaag; Kees Slump; Lambert Spaanenburg

doi:10.1007/978-3-540-45226-3_130

On the Analysis of Neural Networks for Image Processing

Berend-Jan van der Zwaag, Kees Slump, Lambert Spaanenburg

Onderzoeksoutput: Contribution to conference proceeding › Academic › peer review

Samenvatting

This paper illustrates a novel method to analyze artificial neural networks so as to gain insight into their internal functionality. To this purpose, we will show analysis results of some feed-forward-error-back-propagation neural networks for image processing. We will describe them in terms of domain-dependent basic functions, which are, in the case of the digital image processing domain, differential operators of various orders and with various angles of operation. Some other pixel classification techniques are analyzed in the same way, enabling easy comparison.

Originele taal-2	English
Titel	Knowledge-Based Intelligent Information and Engineering Systems
Subtitel	7th International Conference, KES 2003 Oxford, UK, September 3–5, 2003 Proceedings, Part II
Redacteuren	Robert J. Vasile Palade, Lakhmi Jain Howlett
Plaats van productie	Heidelberg
Uitgeverij	Springer Nature
Pagina's	950-957
Aantal pagina's	8
ISBN van elektronische versie	978-3-540-45226-3
ISBN van geprinte versie	978-3-540-40804-8
DOI's	https://doi.org/10.1007/978-3-540-45226-3_130
Status	Published - 2003
Extern gepubliceerd	Ja
Evenement	Knowledge-Based Intelligent Information and Engineering Systems: 7th International Conference - Oxford, United Kingdom Duur: 3 sep. 2003 → 5 sep. 2003

Conference

Conference	Knowledge-Based Intelligent Information and Engineering Systems
Verkorte titel	KES 2003
Land/Regio	United Kingdom
Stad	Oxford
Periode	3/09/03 → 5/09/03

Keywords

beeldverwerking
neuraal netwerk

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10.1007/978-3-540-45226-3_130

Citeer dit

Zwaag, B.-J. V. D., Slump, K., & Spaanenburg, L. (2003). On the Analysis of Neural Networks for Image Processing. In R. J. Vasile Palade, & L. J. Howlett (editors), Knowledge-Based Intelligent Information and Engineering Systems: 7th International Conference, KES 2003 Oxford, UK, September 3–5, 2003 Proceedings, Part II (blz. 950-957). Springer Nature. https://doi.org/10.1007/978-3-540-45226-3_130

Zwaag, Berend-Jan van der ; Slump, Kees ; Spaanenburg, Lambert. / On the Analysis of Neural Networks for Image Processing. Knowledge-Based Intelligent Information and Engineering Systems: 7th International Conference, KES 2003 Oxford, UK, September 3–5, 2003 Proceedings, Part II. redacteur / Robert J. Vasile Palade ; Lakhmi Jain Howlett. Heidelberg : Springer Nature, 2003. blz. 950-957

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title = "On the Analysis of Neural Networks for Image Processing",

abstract = "This paper illustrates a novel method to analyze artificial neural networks so as to gain insight into their internal functionality. To this purpose, we will show analysis results of some feed-forward-error-back-propagation neural networks for image processing. We will describe them in terms of domain-dependent basic functions, which are, in the case of the digital image processing domain, differential operators of various orders and with various angles of operation. Some other pixel classification techniques are analyzed in the same way, enabling easy comparison.",

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author = "Zwaag, {Berend-Jan van der} and Kees Slump and Lambert Spaanenburg",

note = "DBLP License: DBLP's bibliographic metadata records provided through http://dblp.org/ are distributed under a Creative Commons CC0 1.0 Universal Public Domain Dedication. Although the bibliographic metadata records are provided consistent with CC0 1.0 Dedication, the content described by the metadata records is not. Content may be subject to copyright, rights of privacy, rights of publicity and other restrictions.; Knowledge-Based Intelligent Information and Engineering Systems : 7th International Conference, KES 2003 ; Conference date: 03-09-2003 Through 05-09-2003",

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language = "English",

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Zwaag, B-JVD, Slump, K & Spaanenburg, L 2003, On the Analysis of Neural Networks for Image Processing. in RJ Vasile Palade & LJ Howlett (uitgave), Knowledge-Based Intelligent Information and Engineering Systems: 7th International Conference, KES 2003 Oxford, UK, September 3–5, 2003 Proceedings, Part II. Springer Nature, Heidelberg, blz. 950-957, Knowledge-Based Intelligent Information and Engineering Systems, Oxford, United Kingdom, 3/09/03. https://doi.org/10.1007/978-3-540-45226-3_130

On the Analysis of Neural Networks for Image Processing. / Zwaag, Berend-Jan van der; Slump, Kees; Spaanenburg, Lambert.
Knowledge-Based Intelligent Information and Engineering Systems: 7th International Conference, KES 2003 Oxford, UK, September 3–5, 2003 Proceedings, Part II. uitgave / Robert J. Vasile Palade; Lakhmi Jain Howlett. Heidelberg: Springer Nature, 2003. blz. 950-957.

Onderzoeksoutput: Contribution to conference proceeding › Academic › peer review

TY - GEN

T1 - On the Analysis of Neural Networks for Image Processing

AU - Zwaag, Berend-Jan van der

AU - Slump, Kees

AU - Spaanenburg, Lambert

N1 - DBLP License: DBLP's bibliographic metadata records provided through http://dblp.org/ are distributed under a Creative Commons CC0 1.0 Universal Public Domain Dedication. Although the bibliographic metadata records are provided consistent with CC0 1.0 Dedication, the content described by the metadata records is not. Content may be subject to copyright, rights of privacy, rights of publicity and other restrictions.

PY - 2003

Y1 - 2003

N2 - This paper illustrates a novel method to analyze artificial neural networks so as to gain insight into their internal functionality. To this purpose, we will show analysis results of some feed-forward-error-back-propagation neural networks for image processing. We will describe them in terms of domain-dependent basic functions, which are, in the case of the digital image processing domain, differential operators of various orders and with various angles of operation. Some other pixel classification techniques are analyzed in the same way, enabling easy comparison.

AB - This paper illustrates a novel method to analyze artificial neural networks so as to gain insight into their internal functionality. To this purpose, we will show analysis results of some feed-forward-error-back-propagation neural networks for image processing. We will describe them in terms of domain-dependent basic functions, which are, in the case of the digital image processing domain, differential operators of various orders and with various angles of operation. Some other pixel classification techniques are analyzed in the same way, enabling easy comparison.

KW - image processing

KW - neural network

KW - beeldverwerking

KW - neuraal netwerk

U2 - 10.1007/978-3-540-45226-3_130

DO - 10.1007/978-3-540-45226-3_130

M3 - Contribution to conference proceeding

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SP - 950

EP - 957

BT - Knowledge-Based Intelligent Information and Engineering Systems

A2 - Vasile Palade, Robert J.

A2 - Howlett, Lakhmi Jain

PB - Springer Nature

CY - Heidelberg

T2 - Knowledge-Based Intelligent Information and Engineering Systems

Y2 - 3 September 2003 through 5 September 2003

ER -

Zwaag BJVD, Slump K, Spaanenburg L. On the Analysis of Neural Networks for Image Processing. In Vasile Palade RJ, Howlett LJ, redacteurs, Knowledge-Based Intelligent Information and Engineering Systems: 7th International Conference, KES 2003 Oxford, UK, September 3–5, 2003 Proceedings, Part II. Heidelberg: Springer Nature. 2003. blz. 950-957 doi: 10.1007/978-3-540-45226-3_130

On the Analysis of Neural Networks for Image Processing

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