Early classification of brain tumor based on image histogram using fuzzy-genetic algorithm

العناوين الأخرى

التصنيف المبكر لورم الدماغ بناء على الرسم البياني للصورة باستخدام خوارزمة ضبابية وراثية

المؤلفون المشاركون

Ibrahim, Khalid H.
Barakat, Tamir
al-Badawi, Mayy

المصدر

Fayoum University Journal of Engineering

العدد

المجلد 4، العدد 1 (30 يونيو/حزيران 2021)، ص ص. 166-174، 9ص.

الناشر

جامعة الفيوم كلية الهندسة

تاريخ النشر

2021-06-30

دولة النشر

مصر

عدد الصفحات

9

التخصصات الرئيسية

الطب البشري
تكنولوجيا المعلومات وعلم الحاسوب

الموضوعات

الملخص EN

A Brain Tumor Classification Framework has been outlined and created.

The framework uses computer based strategies to identify tumor blocks or lesions and classify the sort of tumor utilizing matching histogram in MRI images of different patients with brain tumors.

The picture processing methods such as picture segmentation, picture enhancement.

Several techniques can classify the tumor such as Support vector machine (SVM), artificial neural networks (ANN), and Naive Bayes, but they did not accomplish the required accuracy.

The automatic classification of tumors requires high precision since the non-accurate conclusion would cause a rise within the predominance of more serious diseases.

In this paper, the proposed method using fuzzy logic and genetic algorithm based on image histogram to enhance the brain tumor classification.

The experimental result showed that our technique is more effective than the previous techniques, as well as the classification accuracy efficiency is 99.9% .

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Barakat, Tamir& al-Badawi, Mayy& Ibrahim, Khalid H.. 2021. Early classification of brain tumor based on image histogram using fuzzy-genetic algorithm. Fayoum University Journal of Engineering،Vol. 4, no. 1, pp.166-174.
https://search.emarefa.net/detail/BIM-1370794

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Ibrahim, Khalid H.…[et al.]. Early classification of brain tumor based on image histogram using fuzzy-genetic algorithm. Fayoum University Journal of Engineering Vol. 4, no. 1 (2021), pp.166-174.
https://search.emarefa.net/detail/BIM-1370794

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Barakat, Tamir& al-Badawi, Mayy& Ibrahim, Khalid H.. Early classification of brain tumor based on image histogram using fuzzy-genetic algorithm. Fayoum University Journal of Engineering. 2021. Vol. 4, no. 1, pp.166-174.
https://search.emarefa.net/detail/BIM-1370794

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

-

رقم السجل

BIM-1370794