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The Classification of Meningioma Subtypes Based on the Color Segmentation and Shape Features

  • Shenyang Jianzhu University
  • Institute of Automation

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (ISBN)

4 Dyfyniadau (Scopus)

Crynodeb

This paper proposed an automatic method for the classification of meningioma subtypes based on the unsupervised color segmentation method and feature selection scheme. Firstly, a color segmentation method is utilized to segment the cell nuclei. Then the set of shape feature vectors which are calculated from the segmentation results are constructed. Finally, a k-nearest neighbour classifier (kNN) is used to classify the meningioma subtypes. Experiment shows that the classification accuracy of 85 % is achieved by using a leave-one-out cross validation approach on 80 meningioma images.
Iaith wreiddiolSaesneg
TeitlFrontier and Future Development of Information Technology in Medicine and Education, ITME 2013
Is-deitlITME 2013
GolygyddionShaozi Li, Qun Jin, Xiaohong Jiang, James J. (Jong Hyuk) Park
CyhoeddwrSpringer Nature
Tudalennau2669-2674
Nifer y tudalennau6
ISBN (Electronig)978-94-007-7618-0
ISBN (Argraffiad)9789400776173
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 06 Rhag 2013

Cyfres gyhoeddiadau

EnwLecture Notes in Electrical Engineering
Cyfrol269 LNEE
ISSN (Argraffiad)1876-1100
ISSN (Electronig)1876-1119

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