DocumentCode :
3620322
Title :
Automatic recognition of the blood cells of myelogenous leukemia using SVM
Author :
T. Markiewicz;S. Osowski;B. Marianska;L. Moszczynski
Author_Institution :
Warsaw Univ. of Technol., Poland
Volume :
4
fYear :
2005
fDate :
6/27/1905 12:00:00 AM
Firstpage :
2496
Abstract :
The paper presents the system for automatic recognition of the leukemia blast cells on the basis of the image of the bone marrow aspirate. The recognizing system uses support vector machine (SVM) as the classifier and exploits the features of the image of the blood cells related to the texture, geometry and histograms. The results presented in the paper are concerned with the features generation and selection in order to get the best results of recognition. The results of numerical experiments of recognition of 17 classes of blood cells of myelogenous leukemia are presented and discussed.
Keywords :
"Cells (biology)","Support vector machines","Bones","Support vector machine classification","Image recognition","White blood cells","Humans","Character recognition","Paper technology","Geometry"
Publisher :
ieee
Conference_Titel :
Neural Networks, 2005. IJCNN ´05. Proceedings. 2005 IEEE International Joint Conference on
ISSN :
2161-4393
Print_ISBN :
0-7803-9048-2
Electronic_ISBN :
2161-4407
Type :
conf
DOI :
10.1109/IJCNN.2005.1556295
Filename :
1556295
Link To Document :
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