Title :
A patch-based spatiotemporal phase unwrapping method for phase contrast MRI using graph cuts
Author :
Xie, Wenyu ; Sun, Ying ; Ong, Sim Heng
Author_Institution :
Dept. of Electr. & Comput. Eng., Nat. Univ. of Singapore, Singapore, Singapore
Abstract :
Phase unwrapping is an important and challenging problem in phase contrast magnetic resonance imaging (PC-MRI). In this paper, we propose a new algorithm for phase unwrapping based on graph cuts. Our algorithm takes a patch-based approach which has the advantages of simplicity and robustness to phase noise. To make use of temporal information from the neighboring frames as well as spatial information from the current frame, the energy function is designed to combine both spatial and temporal constraints. The proposed method has been tested with real PC-MRI data. Experimental results demonstrate that our algorithm is capable of unwrapping images with severe phase wrapping, and that it outperforms other existing popular phase unwrapping algorithms both qualitatively and quantitatively.
Keywords :
biomedical MRI; medical image processing; phase noise; wrapping; current frame; energy function; graph cuts; magnetic resonance imaging; neighboring frames; patch-based spatiotemporal phase; phase contrast MRI; phase noise; phase unwrapping algorithms; phase wrapping; spatial-temporal constraints; Algorithm design and analysis; Blood; Error analysis; Magnetic resonance imaging; Partitioning algorithms; Pixel; Wrapping; Graph Cut; Magnetic Resonance Imaging; Phase Contrast; Phase Unwrapping; Velocity Encoding;
Conference_Titel :
Control Automation Robotics & Vision (ICARCV), 2010 11th International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-7814-9
DOI :
10.1109/ICARCV.2010.5707369