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Classification of pathological shapes using convexity measures

Rosin, Paul L. ORCID: https://orcid.org/0000-0002-4965-3884 2009. Classification of pathological shapes using convexity measures. Pattern Recognition Letters 30 (5) , pp. 570-578. 10.1016/j.patrec.2008.12.001

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Abstract

Two new shape measures for quantifying the degree of convexity are described. When applied to assessment of skin lesions they are shown to be an effective indicator of malignancy, outperforming Lee et al’s. OII scale–space based irregularity measure. In addition, the new measures were applied to the classification of mammographic masses and lung field boundaries and were shown to perform well relative to a large set of common shape measures that appear in the literature such as moments, compactness, symmetry, etc.

Item Type: Article
Date Type: Publication
Status: Published
Schools: Computer Science & Informatics
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Uncontrolled Keywords: Shape measure; Polygon; Convexity; Convex hull; Convexification; Medical classification
Publisher: Elsevier
ISSN: 0167-8655
Last Modified: 18 Oct 2022 13:32
URI: https://orca.cardiff.ac.uk/id/eprint/14239

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