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A method for material decomposition and quantification with grating based phase CT
- Source :
- PLoS ONE, Vol 16, Iss 1, p e0245449 (2021), PLoS ONE
- Publication Year :
- 2021
- Publisher :
- Public Library of Science (PLoS), 2021.
-
Abstract
- Material decomposition (MD) is an important application of computer tomography (CT). For phase contrast imaging, conventional MD methods are categorized into two types with respect to different operation sequences, i.e., “before” or “after” image reconstruction. Both categories come down to two-step methods, which have the problem of noise amplification. In this study, we incorporate both phase and absorption (PA) information into MD process, and correspondingly develop a simultaneous algebraic reconstruction technique (SART). The proposed method is referred to as phase & absorption material decomposition-SART (PAMD-SART). By iteratively solving an optimization problem, material composition and substance quantification are reconstructed directly from absorption and differential phase projections. Comparing with two-step MD, the proposed one-step method is superior in noise suppression and accurate decomposition. Numerical simulations and synchrotron radiation based experiments show that PAMD-SART outperforms the classical MD method (image-based and dual-energy CT iterative method), especially for the quantitative accuracy of material equivalent atomic number.
- Subjects :
- Computer science
Contrast Media
Optical Analysis
Computed tomography
01 natural sciences
Diagnostic Radiology
030218 nuclear medicine & medical imaging
Synchrotron Radiation
0302 clinical medicine
Medicine and Health Sciences
Signal Amplification
Tomography
Multidisciplinary
medicine.diagnostic_test
Refractive Index
Phantoms, Imaging
Radiology and Imaging
Applied Mathematics
Simulation and Modeling
Physics
Electromagnetic Radiation
Phase-contrast imaging
Bone Imaging
Physical Sciences
Engineering and Technology
Medicine
Algorithm
Algorithms
Research Article
Imaging Techniques
Iterative method
Science
Phase (waves)
Neuroimaging
Iterative reconstruction
Research and Analysis Methods
010309 optics
03 medical and health sciences
Diagnostic Medicine
0103 physical sciences
medicine
Humans
Computer Simulation
Chemical Characterization
Biology and Life Sciences
Computed Axial Tomography
X-Ray Radiography
Noise
Simultaneous Algebraic Reconstruction Technique
Signal Processing
Tomography, X-Ray Computed
Mathematics
Neuroscience
Subjects
Details
- Language :
- English
- ISSN :
- 19326203
- Volume :
- 16
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- PLoS ONE
- Accession number :
- edsair.doi.dedup.....8d40200f34d5e878cec4896182231942