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
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