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Unsupervised colour image segmentation using dual-tree complex wavelet transform
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Çelik, Turgay and Tjahjadi, Tardi (2010) Unsupervised colour image segmentation using dual-tree complex wavelet transform. Computer Vision and Image Understanding, Vol.114 (No.7). pp. 813-826. doi:10.1016/j.cviu.2010.03.002
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WRAP_Tjahjadi_121211-celiktjahjadicviu2010.pdf - Accepted Version - Requires a PDF viewer. Download (1405Kb) |
Official URL: http://dx.doi.org/10.1016/j.cviu.2010.03.002
Abstract
In this paper we present an effective unsupervised colour image segmentation algorithm which uses multiscale edge information and spatial colour content. The multiscale edge information is extracted using the dual-tree complex wavelet transform. Binary morphological operators are applied to the edge information to detect seed regions which are large enough to exclude boundary-only regions. The segmentation of homogeneous regions is obtained using region growing followed by region merging in the CIE L*a*b* colour space. We also present an edge preserving smoothing filter as a pre-process for the algorithm. We compare our algorithm with state-of-the-art algorithms and show its superior performance.
| Item Type: | Journal Article | ||||
|---|---|---|---|---|---|
| Subjects: | T Technology > TA Engineering (General). Civil engineering (General) T Technology > TK Electrical engineering. Electronics Nuclear engineering |
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| Divisions: | Faculty of Science > Engineering | ||||
| Library of Congress Subject Headings (LCSH): | Image processing -- Digital techniques, Wavelets (Mathematics) | ||||
| Journal or Publication Title: | Computer Vision and Image Understanding | ||||
| Publisher: | Elsevier Science Inc. | ||||
| ISSN: | 1077-3142 | ||||
| Official Date: | July 2010 | ||||
| Dates: |
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| Volume: | Vol.114 | ||||
| Number: | No.7 | ||||
| Number of Pages: | 14 | ||||
| Page Range: | pp. 813-826 | ||||
| DOI: | 10.1016/j.cviu.2010.03.002 | ||||
| Status: | Peer Reviewed | ||||
| Publication Status: | Published | ||||
| Access rights to Published version: | Restricted or Subscription Access | ||||
| Funder: | University of Warwick Vice Chancellor Scholarship |
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