DocumentCode :
1590855
Title :
An image analysis system for automated detection of breast cancer nuclei
Author :
Tsapatsoulis, Nicolas ; Schnorrenberg, Frank ; Pattichis, Costas ; Kollias, Stefanos
Author_Institution :
Div. of Comput. Sci., Nat. Tech. Univ. of Athens, Greece
Volume :
3
fYear :
1997
Firstpage :
512
Abstract :
A study for breast cancer nuclei detection is presented. The proposed algorithm determines the centers of nuclei in biopsy images using block-based processing of the images followed by singular value decomposition of each block. The normalized singular value vector, which consists of the normalized singular values of the block in decreasing order, is fed as the input to an appropriate neural network which classifies the block into nuclei and background ones. Examples are presented which illustrate the ability of the proposed technique to model the knowledge provided by experts in the nuclei detection task
Keywords :
diagnostic radiography; feature extraction; image classification; medical expert systems; medical image processing; neural nets; singular value decomposition; algorithm; automated detection; background; biopsy images; block-based processing; breast cancer nuclei; experts knowledge; feature extraction; image analysis system; neural network classifier; normalized singular value vector; singular value decomposition; Biopsy; Breast cancer; Cancer detection; Computer science; Discrete cosine transforms; Feature extraction; Image analysis; Multi-layer neural network; Neural networks; Singular value decomposition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 1997. Proceedings., International Conference on
Conference_Location :
Santa Barbara, CA
Print_ISBN :
0-8186-8183-7
Type :
conf
DOI :
10.1109/ICIP.1997.632170
Filename :
632170
Link To Document :
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