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Two-dimensional phase unwrapping using a minimum spanning tree algorithm
N H Ching1, D Rosenfeld, M Braun
1Sch. of Electr. Eng., Sydney Univ., NSW.
Summary
This study presents a novel phase unwrapping algorithm for reliable 2D phase determination, even with unreliable data in complex regions. The method effectively handles disconnected areas and fills voids, crucial for applications like magnetic resonance imaging (MRI).
Area of Science:
- Image processing
- Computational physics
- Medical imaging
Background:
- Phase unwrapping is essential for determining phase from modulo 2pi data.
- Existing methods struggle with unreliable data and complex, non-connected regions.
- Magnetic Resonance Imaging (MRI) phase maps benefit significantly from accurate phase unwrapping.
Purpose of the Study:
- To develop a robust 2D phase unwrapping algorithm for arbitrarily shaped and non-connected regions.
- To address challenges posed by unreliable phase data and nonconvex boundaries.
- To enhance the utility of phase maps in applications like MRI.
Main Methods:
- Segmentation to identify connectivity within phase data.
- Taylor series expansion for phase unwrapping within individual segments.
- Minimum spanning tree algorithm to determine optimal paths for intersegment unwrapping.
- Phase information void filling techniques.
Main Results:
- The algorithm successfully unwraps 2D phase data within disconnected regions of arbitrary shapes.
- It effectively handles nonconvex boundaries and unreliable phase information.
- The minimum spanning tree approach optimizes intersegment unwrapping paths.
Conclusions:
- The presented phase unwrapping algorithm is effective for complex 2D data, particularly in MRI.
- It provides a reliable method for determining phase from noisy and incomplete data.
- The algorithm's ability to handle disconnected regions expands its applicability in scientific imaging.
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