Title :
Two-dimensional interpolation by generalized spline filters based on partial differential equation image models
Author :
Chen, Ting Chung ; DeFigueiredo, Rui J P
Author_Institution :
Bell Communications Research Inc., Holmdel, NJ
fDate :
6/1/1985 12:00:00 AM
Abstract :
Optimal image interpolation schemes, based on partial differential equation (PDE) models for the image signal, are presented. These schemes use the generalized spline interpolation approach. Minimum mean square error (MMSE) is achieved given an image PDE model and a finite set of the image data samples. Two new types of two-dimensional (2-D) interpolation techniques are presented for the implementation of these schemes. These are the generalized cardinal spline digital filter and the generalized B-spline interpolator. Computer simulations are described. In addition to possessing a meaningful theoretical basis, the results show a practical improvement of the approach presented over the existing schemes.
Keywords :
Differential equations; Filters; Image coding; Image generation; Image reconstruction; Interpolation; Partial differential equations; Polynomials; Spline; Stochastic processes;
Journal_Title :
Acoustics, Speech and Signal Processing, IEEE Transactions on
DOI :
10.1109/TASSP.1985.1164588