DocumentCode :
2156672
Title :
Adaptation of the Daugman-Downing texture demodulation to highlight circumscribed mass lesions on mammograms
Author :
Kwok, S.M. ; Chandrasekhar, R. ; Attikiouzel, Y.
Author_Institution :
Australian Res. Centre for Med. Eng., Univ. of Western Australia, Crawley, WA, Australia
Volume :
1
fYear :
2002
fDate :
2002
Firstpage :
449
Abstract :
J. Daugman and C. Downing introduced a new method (see "Spatial Vision in Humans and Robots: The Proceedings of the 1991 York Conference on Spatial Vision in Humans and Robots", ch.5, p.63-87, Cambridge University Press, 1993) for decomposing textures using a demodulation transform that they claimed had its basis in human visual perception. We argue that their transform may be applied to mammograms for image texture analysis and tissue characterization. An adaptation made to their demodulation transform is presented for the purpose of highlighting circumscribed mass lesions on mammograms. Three major modifications are introduced: (a) Fourier half-plane selection; (b) amplitude-only and phase-only reconstruction; (c) image subtraction to highlight masses on mammograms. This adapted algorithm exhibits high sensitivity for detecting circumscribed mass lesions and initial results are promising.
Keywords :
amplitude modulation; biological tissues; demodulation; image reconstruction; image texture; mammography; medical image processing; object detection; phase modulation; AM component; Daugman-Downing texture demodulation; Fourier half-plane selection; PM component; amplitude-only reconstruction; circumscribed mass lesions; demodulation transform; human visual perception; image subtraction; image texture analysis; mammograms; phase-only reconstruction; tissue characterization; Australia; Biomedical engineering; Biomedical imaging; Breast; Demodulation; Frequency; Humans; Image reconstruction; Lesions; Road transportation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Digital Signal Processing, 2002. DSP 2002. 2002 14th International Conference on
Print_ISBN :
0-7803-7503-3
Type :
conf
DOI :
10.1109/ICDSP.2002.1027915
Filename :
1027915
Link To Document :
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