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

Research output: Chapter in Book/Report/Conference proceeding › Contribution to conference proceeding › Academic › peer-review

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.

Original language	English
Title of host publication	Knowledge-Based Intelligent Information and Engineering Systems
Subtitle of host publication	7th International Conference, KES 2003 Oxford, UK, September 3–5, 2003 Proceedings, Part II
Editors	Robert J. Vasile Palade, Lakhmi Jain Howlett
Place of Publication	Heidelberg
Publisher	Springer Nature
Pages	950-957
Number of pages	8
ISBN (Electronic)	978-3-540-45226-3
ISBN (Print)	978-3-540-40804-8
DOIs	https://doi.org/10.1007/978-3-540-45226-3_130
Publication status	Published - 2003
Externally published	Yes
Event	Knowledge-Based Intelligent Information and Engineering Systems: 7th International Conference - Oxford, United Kingdom Duration: 3 Sept 2003 → 5 Sept 2003

Conference

Conference	Knowledge-Based Intelligent Information and Engineering Systems
Abbreviated title	KES 2003
Country/Territory	United Kingdom
City	Oxford
Period	3/09/03 → 5/09/03

Keywords

image processing
neural network

Access to Document

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

Cite this

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 (Eds.), Knowledge-Based Intelligent Information and Engineering Systems: 7th International Conference, KES 2003 Oxford, UK, September 3–5, 2003 Proceedings, Part II (pp. 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. editor / Robert J. Vasile Palade ; Lakhmi Jain Howlett. Heidelberg : Springer Nature, 2003. pp. 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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doi = "10.1007/978-3-540-45226-3_130",

language = "English",

isbn = "978-3-540-40804-8",

pages = "950--957",

editor = "{Vasile Palade}, {Robert J.} and Howlett, {Lakhmi Jain}",

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publisher = "Springer Nature",

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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 (eds), Knowledge-Based Intelligent Information and Engineering Systems: 7th International Conference, KES 2003 Oxford, UK, September 3–5, 2003 Proceedings, Part II. Springer Nature, Heidelberg, pp. 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. ed. / Robert J. Vasile Palade; Lakhmi Jain Howlett. Heidelberg: Springer Nature, 2003. p. 950-957.

Research output: Chapter in Book/Report/Conference proceeding › 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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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, editors, 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. p. 950-957 doi: 10.1007/978-3-540-45226-3_130

On the Analysis of Neural Networks for Image Processing

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