DocumentCode :
2904331
Title :
An efficient method for segmentation step of automated white blood cell classifications
Author :
Theerapattanakul, J. ; Plodpai, J. ; Pintavirooj, C.
Author_Institution :
Dept. of Electron., King Mongkut´´s Inst. of Technol., Bangkok, Thailand
Volume :
A
fYear :
2004
fDate :
21-24 Nov. 2004
Firstpage :
191
Abstract :
The differential white blood cell count plays an important role in the diagnosis of different diseases. It is a tedious task to count these classes of cell manually. An automatic counter using computer vision helps to perform this medical test rapidly and accurately. Most commercial-available automatic white blood cell analysis composed mainly 3 steps including segmentation, feature extraction and classification. In this paper we concentrate on the first step in automatic white-blood-cell analysis by proposing a segmentation scheme that utilizes a benefit of active contour. Specifically, the binary image is obtained by thresholding of the input blood smear image. The initial shape of snake is then placed roughly inside the white blood cell and allowed to grow to fit the shape of individual white blood cell. The white blood cell is then separated using the extracted contour. Our purposed technique can handle very promising to separate the remaining red blood cells.
Keywords :
blood; computer vision; diseases; feature extraction; image classification; image segmentation; medical image processing; active contour; automated white blood cell classifications; automatic counter; automatic white blood cell analysis; binary image; classification; computer vision; differential white blood cell count; diseases diagnosis; feature extraction; input blood smear image; segmentation step; Active contours; Computer vision; Counting circuits; Diseases; Feature extraction; Image segmentation; Medical tests; Performance evaluation; Shape; White blood cells;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
TENCON 2004. 2004 IEEE Region 10 Conference
Print_ISBN :
0-7803-8560-8
Type :
conf
DOI :
10.1109/TENCON.2004.1414389
Filename :
1414389
Link To Document :
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