Object
Title: Texture segmentation and classification using neural network technology
Contributor:
Tadeusiewicz, Ryszard - red. ; Rutkowski, Leszek - red. ; Korbicz, Józef (1951- ) - red.
Subtitle:
Neural Networks: Theory and Some Applications
Group publication title:
Abstract:
Texture is an important characteristic used in the identification of objects and regions in images. Textured regions can be classified as belonging to one of a finite set of categories. This requires the supervised training of a classifier to associate the values of a set of texture features with the appropriate texture categories. Alternatively, an image can be segmented into regions showing the same texture without categorization. ; An unsupervised clustering technique is often used to group the feature vectors for this purpose. Neural networks can be used to achieve both the supervised texture classification as well as the unsupervised segmentation. The paper discusses how the cascade-correlation architecture can be used for both texture classification and segmentation. This supervised neural network architecture is shown to be capable to segment images containing textures not used for training the classifier. The usefulness of several texture representations is also investigated.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
Pages:
Source:
AMCS, volume 4, number 3 (1994) ; click here to follow the link
Language:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
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)
- 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) (1994)
Last modified:
Nov 5, 2024
In our library since:
Jul 28, 2020
Number of object content hits:
62
All available object's versions:
https://zbc.uz.zgora.pl/publication/63934
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International Journal of Applied Mathematics and Computer Science (AMCS)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 26 (2016)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 25 (2015)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 24 (2014)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 23 (2013)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 22 (2012)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 21 (2011)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 20 (2010)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 19 (2009)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 18 (2008)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 17 (2007)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 16 (2006)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 15 (2005)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 13 (2003)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 12 (2002)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 11 (2001)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 10 (2000)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 9 (1999)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 8 (1998)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 7 (1997)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 6 (1996)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 5 (1995)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 4 (1994)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 4, number 1 (1994)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 4, number 2 (1994)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 4, number 3 (1994)
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- Learning through integral representations
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- Application of switched-capacitor circuits to realization of neuron-like binary hamming classifier
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 4, number 4 (1994)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 4, number 1 (1994)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 3 (1993)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 2 (1992)
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International Journal of Applied Mathematics and Computer Science (AMCS),volume 1 (1991)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 26 (2016)
| Edition name | Date |
|---|---|
| Texture segmentation and classification using neural network technology | Nov 5, 2024 |
