Title :
Scattered data interpolation with multilevel B-splines
Author :
Lee, Seungyong ; Wolberg, George ; Shin, Sung Yong
Author_Institution :
Dept. of Comput. Sci., Pohang Inst. of Sci. & Technol., South Korea
Abstract :
The paper describes a fast algorithm for scattered data interpolation and approximation. Multilevel B-splines are introduced to compute a C2 continuous surface through a set of irregularly spaced points. The algorithm makes use of a coarse to fine hierarchy of control lattices to generate a sequence of bicubic B-spline functions whose sum approaches the desired interpolation function. Large performance gains are realized by using B-spline refinement to reduce the sum of these functions into one equivalent B-spline function. Experimental results demonstrate that high fidelity reconstruction is possible from a selected set of sparse and irregular samples
Keywords :
computational geometry; interpolation; splines (mathematics); B-spline refinement; C2 continuous surface; bicubic B-spline functions; coarse to fine hierarchy; control lattices; equivalent B-spline function; fast algorithm; high fidelity reconstruction; interpolation function; irregular samples; irregularly spaced points; multilevel B-splines; performance gains; scattered data interpolation; Geologic measurements; Image reconstruction; Interpolation; Lattices; Scattering; Sea measurements; Sea surface; Spline; Surface fitting; Surface reconstruction;
Journal_Title :
Visualization and Computer Graphics, IEEE Transactions on
DOI :
10.1109/2945.620490