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Comparative analysis of spatial and transform domain methods for meningioma subtype classification
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Qureshi, Hammad A. and Rajpoot, Nasir M. (Nasir Mahmood) (2010) Comparative analysis of spatial and transform domain methods for meningioma subtype classification. In: Medical Image Understanding and Analysis (MIUA 2010), Coventry, UK, 6-7 July 2010. Published in: Proceedings of Medical Image Understanding and Analysis 2010 pp. 209-213. ISBN 9780956615008.
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Official URL: http://www2.warwick.ac.uk/fac/sci/dcs/events/past/...
Abstract
Pattern recognition in histopathological image analysis requires new techniques and methods. Various techniques have been presented and some state of the art techniques have been applied to complex textural data in histological images. In this paper, we compare the novel Adaptive Discriminant Wavelet Packet Transform (ADWPT) with a few prominent techniques in texture analysis namely Local Binary Patterns (LBP), Grey Level Co-occurrence Matrices (GLCMs) and Gabor Transforms. We show that ADWPT is a better technique for Meningioma subtype classification and produces classification accuracies of as high as 90%.
Item Type: | Conference Item (Paper) | ||||
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Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software R Medicine > RC Internal medicine > RC0254 Neoplasms. Tumors. Oncology (including Cancer) |
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Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
Library of Congress Subject Headings (LCSH): | Histology, Pathological -- Computer programs, Pattern recognition systems, Meningioma -- Classification -- Computer programs | ||||
Journal or Publication Title: | Proceedings of Medical Image Understanding and Analysis 2010 | ||||
Publisher: | University of Warwick | ||||
ISBN: | 9780956615008 | ||||
Official Date: | July 2010 | ||||
Dates: |
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Page Range: | pp. 209-213 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Open Access (Creative Commons) | ||||
Date of first compliant deposit: | 28 July 2016 | ||||
Date of first compliant Open Access: | 28 July 2016 | ||||
Conference Paper Type: | Paper | ||||
Title of Event: | Medical Image Understanding and Analysis (MIUA 2010) | ||||
Type of Event: | Conference | ||||
Location of Event: | Coventry, UK | ||||
Date(s) of Event: | 6-7 July 2010 | ||||
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