DocumentCode
1202000
Title
Integrated wavelets for enhancement of microcalcifications in digital mammography
Author
Heinlein, Peter ; Drexl, Johann ; Schneider, Wilfried
Author_Institution
Zentrum Math., Technische Univ. Munchen, Germany
Volume
22
Issue
3
fYear
2003
fDate
3/1/2003 12:00:00 AM
Firstpage
402
Lastpage
413
Abstract
This paper presents a new algorithm for enhancement of microcalcifications in mammograms. The main novelty is the application of techniques we have developed for construction of filterbanks derived from the continuous wavelet transform. These discrete wavelet decompositions, called integrated wavelets, are optimally designed for enhancement of multiscale structures in images. Furthermore, we use a model based approach to refine existing methods for general enhancement of mammograms resulting in a more specific enhancement of microcalcifications. We present results of our method and compare them with known algorithms. Finally, we want to indicate how these techniques can also be applied to the detection of microcalcifications. Our algorithm was positively evaluated in a clinical study. It has been implemented in a mammography workstation designed for soft-copy reading of digital mammograms developed by IMAGETOOL, Germany.
Keywords
cancer; image enhancement; mammography; medical image processing; wavelet transforms; IMAGETOOL; breast cancer detection; clinical study; digital mammography; integrated wavelets; known algorithms; mammograms; mammography workstation; medical diagnostic imaging; microcalcification; model based approach; multiscale structures; soft-copy reading; Breast cancer; Cancer detection; Continuous wavelet transforms; Discrete wavelet transforms; Image analysis; Image enhancement; Image reconstruction; Mammography; Wavelet coefficients; Workstations; Algorithms; Breast Diseases; Calcinosis; Databases, Factual; Humans; Mammography; Radiographic Image Enhancement; Radiographic Image Interpretation, Computer-Assisted; Signal Processing, Computer-Assisted;
fLanguage
English
Journal_Title
Medical Imaging, IEEE Transactions on
Publisher
ieee
ISSN
0278-0062
Type
jour
DOI
10.1109/TMI.2003.809632
Filename
1199641
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