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Classification of potential nuclei in histology images using shape manifold learning
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Arif, M. and Rajpoot, Nasir M. (Nasir Mahmood) (2007) Classification of potential nuclei in histology images using shape manifold learning. In: International Conference on Machine Vision (ICMV 2007), Islamabad, Pakistan, 28-29 Dec 2007. Published in: International Conference on Machine Vision, 2007. ICMV 2007. pp. 113-118. ISBN 9781424416240.
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Official URL: http://dx.doi.org/10.1109/ICMV.2007.4469283
Abstract
The demanding step in the development of ancillary systems for the diagnosis of cancer and other diseases based on nuclear morphometry is the delineation of nuclei in the images of stained tissue sections. Various constituents of the tissue section such as cellular and extra-cellular elements, staining artefacts, debris of nuclei, and clusters of overlapping nuclei apart from the image acquisition noise to name a few contribute in the complexity of the task. In this paper, we pose the problem of selection of nuclei in tissue section as classification of shapes using manifold learning on training images followed by out-of-sample extension for unknown test images. Experimental results demonstrate the effectiveness of the proposed algorithm.
Item Type: | Conference Item (Paper) | ||||
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Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||
Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||
Journal or Publication Title: | International Conference on Machine Vision, 2007. ICMV 2007. | ||||
Publisher: | IEEE | ||||
ISBN: | 9781424416240 | ||||
Official Date: | 2007 | ||||
Dates: |
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Page Range: | pp. 113-118 | ||||
Status: | Peer Reviewed | ||||
Publication Status: | Published | ||||
Access rights to Published version: | Restricted or Subscription Access | ||||
Date of first compliant deposit: | 28 July 2016 | ||||
Conference Paper Type: | Paper | ||||
Title of Event: | International Conference on Machine Vision (ICMV 2007) | ||||
Type of Event: | Conference | ||||
Location of Event: | Islamabad, Pakistan | ||||
Date(s) of Event: | 28-29 Dec 2007 |
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