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Intelligentes Brustkrebs-Identifizierungssystem by Abdulkader Helwan

Intelligentes Brustkrebs-Identifizierungssystem

by Abdulkader Helwan , Rahib Abiyev
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Book cover type: Paperback
  • ISBN13: 9786209126277
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Verlag Unser Wissen
  • Publisher Imprint: Verlag Unser Wissen
  • Publication Date:
  • Pages: 68
  • Original Price: GBP 47.76
  • Language: German
  • Edition: N/A
  • Item Weight: 105 grams
  • BISAC Subject(s): General

Dieses Buch befasst sich mit der Entwicklung eines intelligenten Brustkrebs-Identifizierungssystems (ICBIS) auf Basis von Bildverarbeitungstechniken und neuronalen Klassifikatoren. In letzter Zeit haben viele Forscher Bilderkennungssysteme zur Klassifizierung von Brustkrebstumoren entwickelt, die verschiedene Bildverarbeitungs- und Klassifizierungstechniken verwenden. Die Herausforderung besteht darin, die tats�chlichen Merkmale zu extrahieren, die gutartige und b�sartige Tumore unterscheiden. Die Klassifizierung von Brustkrebsbildern erfolgte anhand der Form- und Texturmerkmale der Bilder. Asymmetrie, Rundheit, Intensit�tsstufen und weitere Merkmale sind die genauen Form- und Texturmerkmale, die die beiden Arten von Brusttumoren unterscheiden. Bildverarbeitungstechniken werden eingesetzt, um Tumore zu erkennen und den interessierenden Bereich aus dem Mammogramm zu extrahieren. Zur Erkennung von Bildern wurden die folgenden Datenverarbeitungsvorg�nge durchgef�hrt: Schwellenwertbildung, Filterung und Anpassungen, Canny-Kantenerkennung und einige morphologische Operationen. Anschlie end werden Form- und Texturmerkmale mit Hilfe des GLCM-Algorithmus (Gray-Level Co-Occurrence Matrix) extrahiert, um die Mammogramme genau in normale, gutartige und b�sartige Tumore zu klassifizieren.

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