Title :
Interpolation of 2-D fractional Brownian motion using first order increments
Author :
Han, Zhaojin ; Denney, Thomas S., Jr.
Author_Institution :
Dept. of Electr. Eng., Auburn Univ., AL, USA
Abstract :
This paper presents an new method to interpolate 2-D fractional Brownian motion (fBm). This interpolation problem differs from standard image interpolation because noise must be added to the interpolated points to obtain an interpolated image with the proper second-order statistics. Our interpolation method is based on the first order increments of both the original and interpolated fBms. These increments are stationary and yield interpolation equations with a Toeplitz-block-Toeplitz (TBT) structure which can be approximated by a circulant-block-circulant (CBC) matrix. By taking advantage of FFT, the computational complexity is O(N2log2 N) for N×N image interpolation. Simulation shows this method achieves good second order statistics even for small size images
Keywords :
Brownian motion; Toeplitz matrices; computational complexity; covariance matrices; fast Fourier transforms; image processing; interpolation; statistical analysis; 2D fractional Brownian motion; CBC matrix; TBT structure; Toeplitz-block-Toeplitz structure; circulant-block-circulant matrix; computational complexity; first order increments; interpolated image; interpolation; noise; second-order statistics; 1f noise; Biomedical computing; Brownian motion; Computational complexity; Computational modeling; Equations; Gaussian noise; Interpolation; Shape; Statistics; Stochastic processes;
Conference_Titel :
Image Processing, 1998. ICIP 98. Proceedings. 1998 International Conference on
Print_ISBN :
0-8186-8821-1
DOI :
10.1109/ICIP.1998.727171