Active regions for colour texture segmentation integrating region and boundary information
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| Title: | Active regions for colour texture segmentation integrating region and boundary information |
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| Authors: | Muñoz Pujol, Xavier, Freixenet i Bosch, Jordi, Cufí i Solé, Xavier, Martí Bonmatí, Joan |
| Source: | © International Conference on Image Processing : 2003 : ICIP 2003 : Proceedings, 2003, vol. 3, p. 453-456 Articles publicats (D-ATC) DUGiDocs – Universitat de Girona instname Recercat. Dipósit de la Recerca de Catalunya |
| Publisher Information: | IEEE, 2004. |
| Publication Year: | 2004 |
| Subject Terms: | Image processing, Percepció de les formes, 0202 electrical engineering, electronic engineering, information engineering, 02 engineering and technology, Imatges -- Processament, Form perception |
| Description: | In this paper a colour texture segmentation method, which unifies region and boundary information, is proposed. The algorithm uses a coarse detection of the perceptual (colour and texture) edges of the image to adequately place and initialise a set of active regions. Colour texture of regions is modelled by the conjunction of non-parametric techniques of kernel density estimation (which allow to estimate the colour behaviour) and classical co-occurrence matrix based texture features. Therefore, region information is defined and accurate boundary information can be extracted to guide the segmentation process. Regions concurrently compete for the image pixels in order to segment the whole image taking both information sources into account. Furthermore, experimental results are shown which prove the performance of the proposed method |
| Document Type: | Article |
| File Description: | application/pdf |
| DOI: | 10.1109/icip.2003.1247279 |
| Access URL: | https://dugi-doc.udg.edu/bitstream/10256/2247/1/119.pdf http://hdl.handle.net/10256/2247 http://eia.udg.es/~xmunoz/papers/icip03.pdf https://ieeexplore.ieee.org/document/1247279/ http://ieeexplore.ieee.org/document/1247279/ https://dugi-doc.udg.edu/bitstream/handle/10256/2247/119.pdf;sequence=1 https://dblp.uni-trier.de/db/conf/icip/icip2003-3.html#MunozCFM03 https://dugi-doc.udg.edu/bitstream/10256/2247/1/119.pdf |
| Rights: | CC 0 |
| Accession Number: | edsair.doi.dedup.....9b8835a70e4f07fe272cdc9796ed1ee9 |
| Database: | OpenAIRE |
Nájsť tento článok vo Web of Science | Abstract: | In this paper a colour texture segmentation method, which unifies region and boundary information, is proposed. The algorithm uses a coarse detection of the perceptual (colour and texture) edges of the image to adequately place and initialise a set of active regions. Colour texture of regions is modelled by the conjunction of non-parametric techniques of kernel density estimation (which allow to estimate the colour behaviour) and classical co-occurrence matrix based texture features. Therefore, region information is defined and accurate boundary information can be extracted to guide the segmentation process. Regions concurrently compete for the image pixels in order to segment the whole image taking both information sources into account. Furthermore, experimental results are shown which prove the performance of the proposed method |
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| DOI: | 10.1109/icip.2003.1247279 |