DocumentCode
2522257
Title
RESTORATION OF MICRO-CT IMAGES USING LOCALLY ADAPTIVE B-SPLINE SMOOTHING
Author
Artaechevarria, Xabier ; Muñoz-Barrutia, Arrate ; Ortiz-de-Solorzano, Carlos
Author_Institution
Div. of Oncology, Navarra Univ., Pamplona
fYear
2007
fDate
12-15 April 2007
Firstpage
800
Lastpage
803
Abstract
We present a novel adaptive B-spline based smoothing filter for the restoration of micro-CT images of mice lung. Our algorithm implements the filter as the convolution of the input image with a B-spline kernel whose size matches the underlying image local characteristics. We show that our method outperforms other traditional adaptive or anisotropic filters in terms of noise reduction, while preserving edges and image texture. Moreover, due to the unique convolution and factorization properties of B-splines, we are able to derive an efficient implementation with a fixed cost per pixel, independent of the scaling factor
Keywords
computerised tomography; convolution; image denoising; image restoration; image texture; lung; medical image processing; smoothing methods; splines (mathematics); B-spline kernel; B-spline smoothing; computed tomography; edge preservation; factorization properties; image convolution; image restoration; image texture; locally adaptive smoothing; mice lung; micro-CT images; noise reduction; scaling factor; smoothing filter; Adaptive filters; Anisotropic filters; Convolution; Image restoration; Kernel; Lungs; Matched filters; Mice; Smoothing methods; Spline;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Imaging: From Nano to Macro, 2007. ISBI 2007. 4th IEEE International Symposium on
Conference_Location
Arlington, VA
Print_ISBN
1-4244-0672-2
Electronic_ISBN
1-4244-0672-2
Type
conf
DOI
10.1109/ISBI.2007.356973
Filename
4193407
Link To Document