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Spatial analysis for colon biopsy classification from hyperspectral imagery
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Masood, Khalid and Rajpoot, Nasir M. (Nasir Mahmood) (2008) Spatial analysis for colon biopsy classification from hyperspectral imagery. Annals of the BMVA, Volume 2008 (Number 4).
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Abstract
Automatic classification of histology images, the objective of our research, is aimed at supporting the pathologists in their diagnosis. In this paper, we present a comparative study between 3D spectral/spatial analysis (SSA) and 2D spatial analysis (SA) for the classification of colon biopsy samples from their hyperspectral images. Classification results suggest that textural analysis of 2D bands can achieve comparable performance to 3D spectral/spatial analysis.
Item Type: | Journal Article | ||||
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Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software R Medicine > RB Pathology 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): | Automatic classification, Imaging systems in medicine, Colon (Anatomy) -- Biopsy, Colon (Anatomy) -- Cancer, Histology, Pathological, Spectrum analysis | ||||
Journal or Publication Title: | Annals of the BMVA | ||||
Publisher: | The British Machine Vision Association and Society for Pattern Recognition | ||||
Official Date: | 2008 | ||||
Dates: |
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Volume: | Volume 2008 | ||||
Number: | Number 4 | ||||
Number of Pages: | 16 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access | ||||
Date of first compliant deposit: | 28 July 2016 | ||||
Date of first compliant Open Access: | 28 July 2016 | ||||
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