DocumentCode
2018669
Title
Mammogram denoising by curvelet transform based on the information of neighbouring coefficients
Author
Saha, Manas ; Naskar, Mrinal Kanti ; Chatterji, Biswa Nath
Author_Institution
Dept. of Electron. & Commun. Eng., Siliguri Inst. of Technol., Siliguri, India
fYear
2015
fDate
7-8 Feb. 2015
Firstpage
1
Lastpage
6
Abstract
We present here an experimental work on mammogram denoising by the mathematical tool called the curvelet transform. The infiltration of noise in mammogram during the X-ray screening is a common and inevitable phenomenon. And such noise is normally reduced by the curvelet transform based on conventional thresholding strategy called the hard thresholding (HT). Therefore, the motive of this experimentation is to suggest an alternate but efficient mechanism of mammogram denoising by the same transform but with different algorithms purely based on the information of the neighbouring coefficients. It is found that the curvelet transform applied with the precept of surrounding curvelet coefficients is visually and statistically better than the conventional approach based on HT.
Keywords
cancer; curvelet transforms; diagnostic radiography; image denoising; mammography; medical image processing; HT-based curvelet transform; X-ray screening; alternative mammogram denoising mechanism; conventional thresholding strategy; curvelet transform-based mammogram denoising; efficient mammogram denoising mechanism; hard thresholding-based curvelet transform; mammogram noise infiltration; mammogram noise reduction; neighbouring coefficient information-based curvelet transform; surrounding curvelet coefficients; Discrete cosine transforms; Noise reduction; PSNR; Speckle; Standards; Curvelet transform; block thresholding; fast Fourier transform; hard thresholding; microcalcification;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer, Communication, Control and Information Technology (C3IT), 2015 Third International Conference on
Conference_Location
Hooghly
Print_ISBN
978-1-4799-4446-0
Type
conf
DOI
10.1109/C3IT.2015.7060180
Filename
7060180
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