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Efficient method to recognition of anemia images based on moment invariants and decision tree classifier
Other Title(s)
طريقة كفوءة لتمييز صور مرض فقر الدم على أساس العزوم الثابتة و المصنف شجرة القرار
Joint Authors
al-Alusi, Nida Fulayyih Hasan
Husayn, Asma Ibrahim
Source
Issue
Vol. 57, Issue 3C (30 Sep. 2016), pp.2360-2370, 11 p.
Publisher
University of Baghdad College of Science
Publication Date
2016-09-30
Country of Publication
Iraq
No. of Pages
11
Main Subjects
Medicine
Information Technology and Computer Science
Topics
Abstract EN
Anemia is one of the common types of blood diseases, it lead to lack of number of RBCs (Red Blood Cell) and amount hemoglobin level in the blood is lower than normal.
In this paper a new algorithm is presented to recognize Anemia in digital images based on moment variant.
The algorithm is accomplished using the following phases: preprocessing, segmentation, feature extraction and classification (using Decision Tree), the extracted features that are used for classification are Moment Invariant and Geometric Feature.
The Best obtained classification rates was 84% is obtained when using Moment Invariants features and 74 % is obtained when using Geometric Feature.
Results indicate that the proposed algorithm is very effective in detection distorted red blood cells and this helps the medical technician to decide the type of Anemia in Laboratory analyzes in the hospitals -
American Psychological Association (APA)
al-Alusi, Nida Fulayyih Hasan& Husayn, Asma Ibrahim. 2016. Efficient method to recognition of anemia images based on moment invariants and decision tree classifier. Iraqi Journal of Science،Vol. 57, no. 3C, pp.2360-2370.
https://search.emarefa.net/detail/BIM-728879
Modern Language Association (MLA)
al-Alusi, Nida Fulayyih Hasan& Husayn, Asma Ibrahim. Efficient method to recognition of anemia images based on moment invariants and decision tree classifier. Iraqi Journal of Science Vol. 57, no. 3C (2016), pp.2360-2370.
https://search.emarefa.net/detail/BIM-728879
American Medical Association (AMA)
al-Alusi, Nida Fulayyih Hasan& Husayn, Asma Ibrahim. Efficient method to recognition of anemia images based on moment invariants and decision tree classifier. Iraqi Journal of Science. 2016. Vol. 57, no. 3C, pp.2360-2370.
https://search.emarefa.net/detail/BIM-728879
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references : p. 2370
Record ID
BIM-728879