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

Iraqi Journal of Science

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