DocumentCode
1392564
Title
Interpolation revisited [medical images application]
Author
Thévenaz, Philippe ; Blu, Thierry ; Unser, Michael
Author_Institution
Swiss Fed. Inst. of Technol., Lausanne, Switzerland
Volume
19
Issue
7
fYear
2000
fDate
7/1/2000 12:00:00 AM
Firstpage
739
Lastpage
758
Abstract
Based on the theory of approximation, this paper presents a unified analysis of interpolation and resampling techniques. An important issue is the choice of adequate basis functions. The authors show that, contrary to the common belief, those that perform best are not interpolating. By opposition to traditional interpolation, the authors call their use generalized interpolation; they involve a prefiltering step when correctly applied. The authors explain why the approximation order inherent in any basis function is important to limit interpolation artifacts. The decomposition theorem states that any basis function endowed with approximation order ran be expressed as the convolution of a B spline of the same order with another function that has none. This motivates the use of splines and spline-based functions as a tunable way to keep artifacts in check without any significant cost penalty. The authors discuss implementation and performance issues, and they provide experimental evidence to support their claims.
Keywords
interpolation; medical image processing; splines (mathematics); B spline convolution; Fourier error kernal; approximation theory; basis function; cost penalty; decomposition theorem; generalized interpolation; interpolation artifacts limitation; medical diagnostic imaging; performance issues; prefiltering step; Biomedical imaging; Convolution; Cost function; Heart; Helium; Interpolation; Kernel; Performance analysis; Sampling methods; Spline; Artifacts; Costs and Cost Analysis; Diagnostic Imaging; Fourier Analysis; Humans; Image Processing, Computer-Assisted; Mathematics;
fLanguage
English
Journal_Title
Medical Imaging, IEEE Transactions on
Publisher
ieee
ISSN
0278-0062
Type
jour
DOI
10.1109/42.875199
Filename
875199
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