DocumentCode :
2597786
Title :
Analysis of leukemia development based on marrow cell images
Author :
Zheng, Xitao ; Zhang, Yongwei ; Shi, Jun ; Yu, Yehua
Author_Institution :
Coll. of Inf. Technol., Shanghai Ocean Univ., Shanghai, China
Volume :
1
fYear :
2011
fDate :
15-17 Oct. 2011
Firstpage :
95
Lastpage :
99
Abstract :
To analyze the development of leukemia in bone marrow, a C-Mean fuzzy clustering recognition method is proposed to identify cells from sliced marrow images so that the movement of promyelocytes to the blood can be tracked. In our image processing, red cells, leukocytes, megakaryocyte, and cytoplasm carry the same color because of the failure of staining. We use the gray value distribution, the texture patterns to construct a cluster based evaluation groups to establish the minimum object function value which when it fall in the desired category, indicates the matching of the objects and thus we can obtain the number of the specific cells in the picture. Multiple pictures are tested using this method. The 80% recognition rate can be easily reached. There are cases when the pictures are poorly illuminated or blurred which can hardly be recognized, these kinds of pictures are manually removed because of the limitation of digital picture processing.
Keywords :
blood; cancer; cellular biophysics; fuzzy set theory; image matching; image texture; medical image processing; object recognition; pattern clustering; C-mean fuzzy clustering recognition method; blood; bone marrow; cell identification; cluster based evaluation; cytoplasm; digital picture processing; gray value distribution; image processing; leukemia development analysis; leukocytes; marrow cell image; megakaryocyte; minimum object function value; object matching; promyelocyte movement tracking; red cells; sliced marrow image; texture pattern; Blood; Bones; Clustering algorithms; Feature extraction; Image color analysis; Image recognition; Image segmentation; C-Mean; Fuzzy clustering; marrow cell image; pattern recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing (CISP), 2011 4th International Congress on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-9304-3
Type :
conf
DOI :
10.1109/CISP.2011.6099937
Filename :
6099937
Link To Document :
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