Morphology Based Automatic Disease Analysis Through Evaluation of Red Blood Cells

被引:9
|
作者
Chandrasiri, Sanjeevi [1 ]
Samarasinghe, Pradeepa [1 ]
机构
[1] Sri Lanka Inst Informat Technol, Dept Informat Technol, Colombo, Sri Lanka
关键词
Morphology; Hemocytometer; Blob detection; Hough circle transformation;
D O I
10.1109/ISMS.2014.60
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cell morphology has been an active area in the field of bio-medical research. In this paper, we introduce an automatic, cost effective and accurate way of red blood cell analysis and evaluation through Blob detection, Morphology operations and Hough circle transformation techniques for identification of four common types of anemia. Our research has filled the gaps in the existing literature by developing an integrated system to Count RBC, Diagnose Elliptocytes, Microcytic, Macrocyte and Spherocytes Anemia, Detect abnormalities and Separate overlapped cells, automatically, accurately and efficiently. The result shows an insight in the manually processed results with 99.545% accuracy of RBC count. Each sub method is closely running in the range 91%-97% of accuracy. The achievements are highlighted as efficiency through automation, cost effective, elimination of human error and easy to manipulate.
引用
收藏
页码:318 / 323
页数:6
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