Hex-splines: A novel spline family for hexagonal lattices

被引:56
作者
Van De Ville, D [1 ]
Blu, T
Unser, M
Philips, W
Lemahieu, I
Van de Walle, R
机构
[1] Swiss Fed Inst Technol, BIG, CH-1015 Lausanne, Switzerland
[2] Univ Ghent, TELIN, B-9000 Ghent, Belgium
[3] Univ Ghent, ELIS, B-9000 Ghent, Belgium
关键词
approximation theory; bivariate splines; hexagonal lattices; sampling theory;
D O I
10.1109/TIP.2004.827231
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a new family of bivariate, nonseparable splines, called hex-splines, especially designed for hexagonal lattices. The starting point of the construction is the indicator function of the Voronoi cell, which is used to define in a natural way the first-order hex-spline. Higher order hex-splines are obtained by successive convolutions. A mathematical analysis of this new bivariate spline family is presented. In particular, we derive a closed form for a hex-spline of arbitrary order. We also discuss important properties, such as their Fourier transform and the fact they form a Riesz basis. We also highlight the approximation order. For conventional rectangular lattices, hex-splines revert to classical separable tensor-product B-splines. Finally, some prototypical applications and experimental results demonstrate the usefulness of hex-splines for handling hexagonally sampled data.
引用
收藏
页码:758 / 772
页数:15
相关论文
共 31 条
[11]   MAMMOGRAPHIC FEATURE ENHANCEMENT BY MULTISCALE ANALYSIS [J].
LAINE, AF ;
SCHULER, S ;
FAN, J ;
HUDA, W .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1994, 13 (04) :725-740
[12]  
Li WZ, 1997, INT J CIRC THEOR APP, V25, P259, DOI 10.1002/(SICI)1097-007X(199707/08)25:4<259::AID-CTA962>3.0.CO
[13]  
2-9
[14]  
MANSURIPUR M, 1988, IEEE T MAGN, V24, P23
[15]   PROCESSING OF HEXAGONALLY SAMPLED 2-DIMENSIONAL SIGNALS [J].
MERSEREAU, RM .
PROCEEDINGS OF THE IEEE, 1979, 67 (06) :930-949
[16]  
MERSEREAU RM, 1981, TOPICS APPL PHYS 2 D
[17]   Edge detection in a hexagonal-image processing framework [J].
Middleton, L ;
Sivaswamy, J .
IMAGE AND VISION COMPUTING, 2001, 19 (14) :1071-1081
[18]   VESTIBULAR RECEPTOR-CELLS AND SIGNAL-DETECTION - BIOACCELEROMETERS AND THE HEXAGONAL SAMPLING OF 2-DIMENSIONAL SIGNALS [J].
MUGLER, DH ;
ROSS, MD .
MATHEMATICAL AND COMPUTER MODELLING, 1990, 13 (02) :85-92
[19]  
Periaswamy S., 1996, Detection of Microcalcifications in Mamograms using Hexagonal Wavelets
[20]   SAMPLING AND RECONSTRUCTION OF WAVE-NUMBER-LIMITED FUNCTIONS IN N-DIMENSIONAL EUCLIDEAN SPACES [J].
PETERSEN, DP ;
MIDDLETON, D .
INFORMATION AND CONTROL, 1962, 5 (04) :279-&