The Effect of Sub-Sampling in Scale Space Texture Classification Using Combined Classifiers
Textures show multi-scale properties and hence multiresolution techniques are considered appropriate for texture classification. Recently, the authors proposed a multiresolution texture classification system based on scale space theory and combined classifiers. However, the use of multiresolution te...
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| Format: | Conference or Workshop Item |
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2007
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| Online Access: | http://shdl.mmu.edu.my/3214/ |
| _version_ | 1848790266113163264 |
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| author | Gangeh, M. J. Romeny, B. M. ter Haar Eswaran, C. |
| author_facet | Gangeh, M. J. Romeny, B. M. ter Haar Eswaran, C. |
| author_sort | Gangeh, M. J. |
| building | MMU Institutional Repository |
| collection | Online Access |
| description | Textures show multi-scale properties and hence multiresolution techniques are considered appropriate for texture classification. Recently, the authors proposed a multiresolution texture classification system based on scale space theory and combined classifiers. However, the use of multiresolution techniques increases the computational load and memory space required. Sub-sampling can help to reduce these side effects of multiresolution techniques. However, it may degrade the overall performance of the classification system. In this paper the effect of sub-sampling is investigated in scale space texture classification using combined classifiers. It is shown that sub-sampling can help to reduce both computational load and memory space required without compromising the performance of the system. |
| first_indexed | 2025-11-14T18:09:53Z |
| format | Conference or Workshop Item |
| id | mmu-3214 |
| institution | Multimedia University |
| institution_category | Local University |
| last_indexed | 2025-11-14T18:09:53Z |
| publishDate | 2007 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | mmu-32142011-10-12T00:58:24Z http://shdl.mmu.edu.my/3214/ The Effect of Sub-Sampling in Scale Space Texture Classification Using Combined Classifiers Gangeh, M. J. Romeny, B. M. ter Haar Eswaran, C. T Technology (General) QA75.5-76.95 Electronic computers. Computer science Textures show multi-scale properties and hence multiresolution techniques are considered appropriate for texture classification. Recently, the authors proposed a multiresolution texture classification system based on scale space theory and combined classifiers. However, the use of multiresolution techniques increases the computational load and memory space required. Sub-sampling can help to reduce these side effects of multiresolution techniques. However, it may degrade the overall performance of the classification system. In this paper the effect of sub-sampling is investigated in scale space texture classification using combined classifiers. It is shown that sub-sampling can help to reduce both computational load and memory space required without compromising the performance of the system. 2007-11 Conference or Workshop Item NonPeerReviewed Gangeh, M. J. and Romeny, B. M. ter Haar and Eswaran, C. (2007) The Effect of Sub-Sampling in Scale Space Texture Classification Using Combined Classifiers. In: International Conference on Intelligent and Advanced Systems, 25-28 NOV 2007, Kuala Lumpur, MALAYSIA. http://apps.webofknowledge.com/full_record.do?product=WOS&search_mode=GeneralSearch&qid=1&SID=Y2M4cogb143I6iogn9p&page=123&doc=1230 |
| spellingShingle | T Technology (General) QA75.5-76.95 Electronic computers. Computer science Gangeh, M. J. Romeny, B. M. ter Haar Eswaran, C. The Effect of Sub-Sampling in Scale Space Texture Classification Using Combined Classifiers |
| title | The Effect of Sub-Sampling in Scale Space Texture Classification Using Combined Classifiers |
| title_full | The Effect of Sub-Sampling in Scale Space Texture Classification Using Combined Classifiers |
| title_fullStr | The Effect of Sub-Sampling in Scale Space Texture Classification Using Combined Classifiers |
| title_full_unstemmed | The Effect of Sub-Sampling in Scale Space Texture Classification Using Combined Classifiers |
| title_short | The Effect of Sub-Sampling in Scale Space Texture Classification Using Combined Classifiers |
| title_sort | effect of sub-sampling in scale space texture classification using combined classifiers |
| topic | T Technology (General) QA75.5-76.95 Electronic computers. Computer science |
| url | http://shdl.mmu.edu.my/3214/ http://shdl.mmu.edu.my/3214/ |