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العنوان
Morphological characterization of breast tumors using conventional b-mode ultrasound images /
الناشر
Ahmed Reda Mostafa Ahmed Elazizy ,
المؤلف
Ahmed Reda Mostafa Ahmed Elazizy
هيئة الاعداد
باحث / Ahmed Reda Mostafa Ahmed Elazizy
مشرف / Ahmed M Ehab Mahmoud
مشرف / Muhammed Ali Rushdi
مناقش / Manal Abdel Wahed
مناقش / Omnia Mokhtar Mohamed Nada
تاريخ النشر
2020
عدد الصفحات
62 P. :
اللغة
الإنجليزية
الدرجة
ماجستير
التخصص
الهندسة الحيوية
الناشر
Ahmed Reda Mostafa Ahmed Elazizy ,
تاريخ الإجازة
11/10/2020
مكان الإجازة
جامعة القاهرة - كلية الهندسة - Biomedical Engineering and Systems
الفهرس
Only 14 pages are availabe for public view

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from 83

Abstract

This work aims to develop and test a vendor-independent computer-aided diagnosis (CAD) system that uses conventional B-mode ultrasound images to distinguish between benign and malignant breast tumors.Three morphological features were extracted from 323 breast tumor lesions including the perimeter, regularity variance, and circularity range ratio. Lesions were segmented using the active contour method via semi- and fully-automated algorithms.Then, the support vector machine classifier was used to identify breast lesions. Results of the CAD system exhibited accuracies of 95.98% and 95.67% using the semi- and fully-automated segmentation, respectively. Based on the preliminary results, this CAD system with such unique combination of geometrical features shall improve the diagnostic decisions and may reduce the need of unnecessary needle biopsies