Medical image recognition using artificial neural networks
Joint Authors
Akkar, Hanan Abd al-Rida
al-Samirrai, Jasim M.
Bashir, Raid S.
Source
Iraqi Journal of Computer, Communications and Control Engineering
Issue
Vol. 5, Issue 1 (30 Jun. 2005), pp.1-17, 17 p.
Publisher
Publication Date
2005-06-30
Country of Publication
Iraq
No. of Pages
17
Main Subjects
Information Technology and Computer Science
Abstract EN
In this paper, an integrated artificial neural system has been designed to recognize and classify images.
The system consists of the following three stages: (1) converting images to vectors; (2) feature extraction, i.e., entering these vectors into Self Organizing Feature Map (SOM) network and (3) classification for which Learning Vector Quantization (LVQ) network is used.
The system has been applied to four classes of gray scale medical images to recognize and classify them.
A raw image is entered into the designed system without any preprocessing.
SOM network reduces image s dimensions and causes the information not to be influenced by the changes occurred in the image.
LVQ network has been compared with conventional methods (Minimum Distance Classification (MD) and K-Means Clustering Algorithm) considering recognition rate and recognition time.
LVQ network gives the best results (highest recognition rate about 94% and least recognition time depends on personal computer in use).
American Psychological Association (APA)
al-Samirrai, Jasim M.& Akkar, Hanan Abd al-Rida& Bashir, Raid S.. 2005. Medical image recognition using artificial neural networks. Iraqi Journal of Computer, Communications and Control Engineering،Vol. 5, no. 1, pp.1-17.
https://search.emarefa.net/detail/BIM-361608
Modern Language Association (MLA)
al-Samirrai, Jasim M.…[et al.]. Medical image recognition using artificial neural networks. Iraqi Journal of Computer, Communications and Control Engineering Vol. 5, no. 1 (2005), pp.1-17.
https://search.emarefa.net/detail/BIM-361608
American Medical Association (AMA)
al-Samirrai, Jasim M.& Akkar, Hanan Abd al-Rida& Bashir, Raid S.. Medical image recognition using artificial neural networks. Iraqi Journal of Computer, Communications and Control Engineering. 2005. Vol. 5, no. 1, pp.1-17.
https://search.emarefa.net/detail/BIM-361608
Data Type
Journal Articles
Language
English
Notes
Includes appendices : p. 14-17
Record ID
BIM-361608