DocumentCode :
385363
Title :
A distributed system for the classification of cancerous and normal colonic mucosa tissue images
Author :
Filippas, J. ; Amin, S.A. ; Naguib, R.N.G. ; Bennett, M.K.
Author_Institution :
Sch. of Math. & Inf. Sci., Coventry Univ., UK
Volume :
2
fYear :
2002
fDate :
2002
Firstpage :
1120
Abstract :
Analysis of tissue using image processing techniques is useful for dealing with a number of problems in cancer research. One such problem is the identification of normal, dysplastic and cancerous colonic mucosa. This research aims to identify the main image processing techniques necessary for this particular task, and to develop an automatic image classification system. Several texture analysis image-processing algorithms have been employed in this paper. Those can be separated into three categories, histogram features, grey-level difference statistics and co-occurrence matrix feature extraction algorithms. The classification system is implemented on a distributed system using PVM (Parallel Virtual Machine). PVM is a library for distributed application programming.
Keywords :
biological organs; biological tissues; distributed programming; feature extraction; image classification; image texture; medical image processing; automatic image classification system; cancerous colonic mucosa tissue images; co-occurrence matrix feature extraction algorithms; distributed system; grey-level difference statistics; histogram features; medical diagnostic imaging; normal colonic mucosa tissue images; texture analysis image-processing algorithms; Algorithm design and analysis; Cancer; Feature extraction; Histograms; Image analysis; Image classification; Image processing; Image texture analysis; Statistical distributions; Virtual machining;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology, 2002. 24th Annual Conference and the Annual Fall Meeting of the Biomedical Engineering Society EMBS/BMES Conference, 2002. Proceedings of the Second Joint
ISSN :
1094-687X
Print_ISBN :
0-7803-7612-9
Type :
conf
DOI :
10.1109/IEMBS.2002.1106306
Filename :
1106306
Link To Document :
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