Parallel algorithms for phase unwrapping based on Markov random field models
- 1 December 1995
- journal article
- Published by Optica Publishing Group in Journal of the Optical Society of America A
- Vol. 12 (12) , 2578-2585
- https://doi.org/10.1364/josaa.12.002578
Abstract
A general framework is presented for the design of parallel algorithms for two-dimensional, path-independent phase unwrapping of locally inconsistent, noisy principal-value phase fields that may contain regions of invalid information. This framework is based in Bayesian estimation theory with the use of Markov random field models to construct the prior distribution, so that the solution to the unwrapping problem is characterized as the minimizer of a piecewise-quadratic functional. This method allows one to design a variety of parallel algorithms with different computational properties, which simultaneously perform the desired pathindependent unwrapping, interpolate over regions with invalid data, and reduce the noise. It is also shown how this approach may be extended to the case of discontinuous phase fields, incorporating information from fringe patterns of different frequencies.Keywords
This publication has 8 references indexed in Scilit:
- A Robust Cellular Processor for Phase UnwrappingJournal of Modern Optics, 1994
- Robust two-dimensional weighted and unweighted phase unwrapping that uses fast transforms and iterative methodsJournal of the Optical Society of America A, 1994
- Fourier fringe analysis: the two-dimensional phase unwrapping problemApplied Optics, 1991
- Probabilistic Solution of Ill-Posed Problems in Computational VisionJournal of the American Statistical Association, 1987
- Cellular-automata method for phase unwrappingJournal of the Optical Society of America A, 1987
- Analysis of the phase unwrapping algorithmApplied Optics, 1982
- Fourier-transform method of fringe-pattern analysis for computer-based topography and interferometryJournal of the Optical Society of America, 1982
- Matrix formulation of the reconstruction of phase values from phase differencesJournal of the Optical Society of America, 1979