Multi-scale Tree-Based Topological Modelling and Classification of Micro-calcifications

Zobia Suhail, Reyer Zwiggelaar

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (Nid-Cyfnodolyn fathau)

1 Dyfyniad (Scopus)

Crynodeb

We propose a novel method for the classification of benign and malignant micro-calcifications using a multi-scale tree-based modelling approach. By taking the connectivity between individual calcifications into account, micro-calcification trees were build at multiple scales along with the extraction of several tree related micro-calcification features. We interlinked the distribution aspect of calcifications with the tree structures at each scale. Classification results show an accuracy of 85% for MIAS and 79% for DDSM, which is in-line with the state-of-the-art methods.
Iaith wreiddiolSaesneg
TeitlMedical Image Understanding and Analysis
Is-deitl23rd Conference, MIUA 2019, Liverpool, UK, July 24–26, 2019, Proceedings
GolygyddionYalin Zheng, Bryan M. Williams, Ke Chen
CyhoeddwrSpringer Nature
Tudalennau48-58
Nifer y tudalennau11
ISBN (Electronig)978-3-030-39343-4
ISBN (Argraffiad)978-3-030-39342-7
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 24 Ion 2020

Cyfres gyhoeddiadau

EnwCommunications in Computer and Information Science
CyhoeddwrSpringer Nature
Cyfrol1065
ISSN (Argraffiad)1865-0929
ISSN (Electronig)1865-0937

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