Feature selection and definition for contours classification of thermograms in breast cancer detection

Dariusz Jagodziński , Mateusz Matysiewicz , Łukasz Neumann , Robert Marek Nowak , Rafał Okuniewski , Witold Oleszkiewicz , Paweł Cichosz

Abstract

This contribution introduces the method of cancer pathologies detection on breast skin temperature distribution images. The use of thermosensitive foils applied to the breasts skin allows to create thermograms, which displays the amount of infrared energy emitted by all breast cells. The significant foci of hyperthermia or inflammation are typical for cancer cells. That foci can be recognized on thermograms as a contours, which are the areas of higher temperature. Every contour can be converted to a feature set that describe it, using the raw, central, Hu, outline, Fourier and colour moments of image pixels processing. This paper defines also the new way of describing a set of contours through theirs neighbourhood relations. Contribution introduces moreover the way of ranking and selecting most relevant features. Authors used Neural Network with Gevrey`s concept and recursive feature elimination, to estimate feature importance.
Author Dariusz Jagodziński (FEIT / PE)
Dariusz Jagodziński,,
- The Institute of Electronic Systems
, Mateusz Matysiewicz
Mateusz Matysiewicz,,
-
, Łukasz Neumann (FEIT / ICS)
Łukasz Neumann,,
- The Institute of Computer Science
, Robert Marek Nowak (FEIT / PE)
Robert Marek Nowak,,
- The Institute of Electronic Systems
, Rafał Okuniewski
Rafał Okuniewski,,
-
, Witold Oleszkiewicz (FEIT / IN)
Witold Oleszkiewicz,,
- The Institute of Computer Science
, Paweł Cichosz (FEIT / PE)
Paweł Cichosz,,
- The Institute of Electronic Systems
Pages100312U-1-100312U-9
Publication size in sheets0.5
Book Romaniuk Ryszard (eds.): Proc. SPIE. 10031, Photonics Applications in Astronomy, Communications, Industry, and High-Energy Physics Experiments 2016, vol. 10031, 2016, P.O. Box 10, Bellingham, Washington 98227-0010 USA , SPIE , ISBN 9781510604858, [781510604865 (electronic) ], 1170 p., DOI:10.1117/12.2257157
DOIDOI:10.1117/12.2249064
URL http://dx.doi.org/10.1117/12.2249064
Languageen angielski
File
100312U_jagodzinski.pdf 326.57 KB
Score (nominal)15
Score sourceconferenceIndex
ScoreMinisterial score = 15.0, 04-03-2020, BookChapterMatConfByConferenceseries
Ministerial score (2013-2016) = 15.0, 04-03-2020, BookChapterMatConfByConferenceseries
Publication indicators WoS Citations = 0; Scopus Citations = 4; GS Citations = 7.0
Citation count*7 (2020-08-28)
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* presented citation count is obtained through Internet information analysis and it is close to the number calculated by the Publish or Perish system.
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