Morphological hat-transform scale spaces and their use in texture classification

A.C. Jalba; J.B.T.M. Roerdink; M.H.F. Wilkinson

Morphological hat-transform scale spaces and their use in texture classification

A.C. Jalba, J.B.T.M. Roerdink, M.H.F. Wilkinson

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

6 Citations (Scopus)

311 Downloads (Pure)

Abstract

In this paper we present a multi-scale morphological method for use in texture classification. A connected operator similar to the morphological hat-transform is defined, and two scale-space representations are built. The most important features are extracted from the scale spaces by unsupervised cluster analysis, and the resulting pattern vectors provide the input of a decision tree classifier. We obtain 93.5 % correct classification for the Brodatz texture database.

Original language	English
Title of host publication	2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 1, PROCEEDINGS
Place of Publication	NEW YORK
Publisher	University of Groningen, Johann Bernoulli Institute for Mathematics and Computer Science
Pages	329-332
Number of pages	4
ISBN (Print)	0-7803-7750-8
Publication status	Published - 2003
Event	IEEE International Conference on Image Processing - , Spain Duration: 14-Sept-2003 → 17-Sept-2003

Publication series

Name	IEEE International Conference on Image Processing (ICIP)
Publisher	IEEE
ISSN (Print)	1522-4880

Other

Other	IEEE International Conference on Image Processing
Country/Territory	Spain
Period	14/09/2003 → 17/09/2003

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Jalba, A. C., Roerdink, J. B. T. M., & Wilkinson, M. H. F. (2003). Morphological hat-transform scale spaces and their use in texture classification. In 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 1, PROCEEDINGS (pp. 329-332). (IEEE International Conference on Image Processing (ICIP)). University of Groningen, Johann Bernoulli Institute for Mathematics and Computer Science.

Jalba, A.C. ; Roerdink, J.B.T.M. ; Wilkinson, M.H.F. / Morphological hat-transform scale spaces and their use in texture classification. 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 1, PROCEEDINGS. NEW YORK : University of Groningen, Johann Bernoulli Institute for Mathematics and Computer Science, 2003. pp. 329-332 (IEEE International Conference on Image Processing (ICIP)).

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title = "Morphological hat-transform scale spaces and their use in texture classification",

abstract = "In this paper we present a multi-scale morphological method for use in texture classification. A connected operator similar to the morphological hat-transform is defined, and two scale-space representations are built. The most important features are extracted from the scale spaces by unsupervised cluster analysis, and the resulting pattern vectors provide the input of a decision tree classifier. We obtain 93.5 % correct classification for the Brodatz texture database.",

author = "A.C. Jalba and J.B.T.M. Roerdink and M.H.F. Wilkinson",

note = "Relation: http://www.rug.nl/informatica/organisatie/overorganisatie/iwi Rights: University of Groningen. Research Institute for Mathematics and Computing Science (IWI); IEEE International Conference on Image Processing ; Conference date: 14-09-2003 Through 17-09-2003",

year = "2003",

language = "English",

isbn = "0-7803-7750-8",

series = "IEEE International Conference on Image Processing (ICIP)",

publisher = "University of Groningen, Johann Bernoulli Institute for Mathematics and Computer Science",

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booktitle = "2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 1, PROCEEDINGS",

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Jalba, AC, Roerdink, JBTM & Wilkinson, MHF 2003, Morphological hat-transform scale spaces and their use in texture classification. in 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 1, PROCEEDINGS. IEEE International Conference on Image Processing (ICIP), University of Groningen, Johann Bernoulli Institute for Mathematics and Computer Science, NEW YORK, pp. 329-332, IEEE International Conference on Image Processing, Spain, 14/09/2003.

Morphological hat-transform scale spaces and their use in texture classification. / Jalba, A.C.; Roerdink, J.B.T.M.; Wilkinson, M.H.F.
2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 1, PROCEEDINGS. NEW YORK: University of Groningen, Johann Bernoulli Institute for Mathematics and Computer Science, 2003. p. 329-332 (IEEE International Conference on Image Processing (ICIP)).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

TY - GEN

T1 - Morphological hat-transform scale spaces and their use in texture classification

AU - Jalba, A.C.

AU - Roerdink, J.B.T.M.

AU - Wilkinson, M.H.F.

N1 - Relation: http://www.rug.nl/informatica/organisatie/overorganisatie/iwi Rights: University of Groningen. Research Institute for Mathematics and Computing Science (IWI)

PY - 2003

Y1 - 2003

N2 - In this paper we present a multi-scale morphological method for use in texture classification. A connected operator similar to the morphological hat-transform is defined, and two scale-space representations are built. The most important features are extracted from the scale spaces by unsupervised cluster analysis, and the resulting pattern vectors provide the input of a decision tree classifier. We obtain 93.5 % correct classification for the Brodatz texture database.

AB - In this paper we present a multi-scale morphological method for use in texture classification. A connected operator similar to the morphological hat-transform is defined, and two scale-space representations are built. The most important features are extracted from the scale spaces by unsupervised cluster analysis, and the resulting pattern vectors provide the input of a decision tree classifier. We obtain 93.5 % correct classification for the Brodatz texture database.

M3 - Conference contribution

SN - 0-7803-7750-8

T3 - IEEE International Conference on Image Processing (ICIP)

SP - 329

EP - 332

BT - 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 1, PROCEEDINGS

PB - University of Groningen, Johann Bernoulli Institute for Mathematics and Computer Science

CY - NEW YORK

T2 - IEEE International Conference on Image Processing

Y2 - 14 September 2003 through 17 September 2003

ER -

Jalba AC, Roerdink JBTM , Wilkinson MHF. Morphological hat-transform scale spaces and their use in texture classification. In 2003 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL 1, PROCEEDINGS. NEW YORK: University of Groningen, Johann Bernoulli Institute for Mathematics and Computer Science. 2003. p. 329-332. (IEEE International Conference on Image Processing (ICIP)).

Morphological hat-transform scale spaces and their use in texture classification

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