Early classification of brain tumor based on image histogram using fuzzy-genetic algorithm
Other Title(s)
التصنيف المبكر لورم الدماغ بناء على الرسم البياني للصورة باستخدام خوارزمة ضبابية وراثية
Joint Authors
Ibrahim, Khalid H.
Barakat, Tamir
al-Badawi, Mayy
Source
Fayoum University Journal of Engineering
Issue
Vol. 4, Issue 1 (30 Jun. 2021), pp.166-174, 9 p.
Publisher
Fayoum University Faculty of Engineering
Publication Date
2021-06-30
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Medicine
Information Technology and Computer Science
Topics
- Algorithms
- Brain
- Diseases
- Neoplasms
- Automatic abstracting
- Image segmentation
- Image processing
- Neural networks(Computer science)
- Fuzzy logic
Abstract 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% .
American Psychological Association (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
Modern Language Association (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
American Medical Association (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
Data Type
Journal Articles
Language
English
Notes
-
Record ID
BIM-1370794