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Erythrocyte Segmentation From Thin Blood Smears Microphotograph

Ipung, Heru Purnomo - Personal Name; Nugroho, Anto Satriyo - Personal Name; Kartiyanta, Richard - Personal Name;

Malaria has become global disease and all countries around the world have tried to make their country free from malaria disease. Development of computerized diagnosis of malaria is needed to help solving the malaria problem. Thin blood smears image that infected with Plasmodium falciparum, the most deadly malaria parasite, has been chosen as input image for this research. By performing some image processing algorithm like morphological image processing algorithm and thresholding method, the expected result is high accuracy in detecting erythrocyte in blood image. Otsu thresholding is chosen as thresholding method in this thesis. From the data that has been gathered after doing blood cell segmentation step, there were a lot of components of blood that founded and one of them is overlapping cells. to solve this problem distance transform and watershed algorithm were applied. the problem with overlapping cell with clear concavity already solve with distance transform and watershed method. After the segmentation, each cell is saved as single image and they can be classified based on the class. the accuracy of the system in recognizing erythrocyte correctly is 99%.


Availability
B01620 (Rack Thesis)Available but not for loan - Missing
Detail Information
Series Title
-
Call Number
1620
Publisher
: Swiss German University., 2014
Collation
-
Language
English
ISBN/ISSN
-
Classification
NONE
Content Type
-
Media Type
-
Carrier Type
-
Edition
-
Subject(s)
Malaria
IT
Thin blood smears
Image segmentation
Otsu thresholding
Distance transform
Watershed
Specific Detail Info
-
Statement of Responsibility
-
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