DocumentCode
3393276
Title
Classification of microcalcifications using a multichannel filtering approach
Author
Gulsrud, Thor Ole ; Gabrielsen, Stein-Ole
Author_Institution
Dept. of Electr. & Comput. Eng., Rogaland Univ. Centre, Stavanger, Norway
Volume
2
fYear
1995
fDate
20-23 Sep 1995
Firstpage
889
Abstract
Presents a method for classification of Mammographic Microcalcifications using Quadrature Mirror Filter (QMF) bank subband decomposition as a tool for extracting textural features. The QMF bank splits the input image into four subbands: low-low band, low-high band, high-low band and high-high band, and textural features based on co-occurrence matrices are computed from the subsampled subbands. The low-low band extracts the information of spatial dependence and the higher frequency bands extract the structural information. The experiments demonstrate that our approach can provide significant discrimination for classification of benign and malignant microcalcifications
Keywords
diagnostic radiography; image classification; image texture; medical image processing; quadrature mirror filters; benign microcalcifications; breast cancer; co-occurrence matrices; high-high band; high-low band; low-high band; low-low band; malignant microcalcifications; medical diagnostic imaging; microcalcifications classification; multichannel filtering approach; quadrature mirror filter bank subband decomposition; spatial dependence; textural features; Biopsy; Breast neoplasms; Cancer; Electronic mail; Entropy; Filter bank; Filtering; Image analysis; Image segmentation; Mirrors;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 1995., IEEE 17th Annual Conference
Conference_Location
Montreal, Que.
Print_ISBN
0-7803-2475-7
Type
conf
DOI
10.1109/IEMBS.1995.579255
Filename
579255
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