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Encoding with frames in MRI and analysis of the signal-to-noise ratio
- Source :
- IEEE Transactions on Medical Imaging. 21:332-342
- Publication Year :
- 2002
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2002.
-
Abstract
- Recently, many new encoding techniques have been suggested for magnetic resonance imaging and an important image reconstruction problem has been raised in order to fully exploit the advantages promised by these new encoding techniques. In terms of frames in an L/sub 2/ (R) space, we treat these encoding techniques in a unified perspective and propose a solution for this image reconstruction problem. We first develop a matrix form of frame theory and apply it to numerically construct the duals of the encoding functions, which are the transverse excitation profiles generated by radio-frequency pulses along a linear magnetic field gradient. An analysis of the signal-to-noise ratio (SNR) is also presented. Simulations have been carried out and they show that our image reconstruction algorithm minimizes the mean square error between the original and reconstructed images. The SNRs evaluated from simulations agree with our theoretical predictions.
- Subjects :
- Mean squared error
Information Storage and Retrieval
Iterative reconstruction
Sensitivity and Specificity
Image reconstruction algorithm
Humans
Computer Simulation
Computer vision
Electrical and Electronic Engineering
Matrix form
Mathematics
Stochastic Processes
Radiological and Ultrasound Technology
business.industry
Brain
Reproducibility of Results
Signal Processing, Computer-Assisted
Magnetic field gradient
Image Enhancement
Magnetic Resonance Imaging
Computer Science Applications
Transverse plane
Dual polyhedron
Artificial intelligence
business
Algorithm
Algorithms
Software
Excitation
Subjects
Details
- ISSN :
- 02780062
- Volume :
- 21
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Medical Imaging
- Accession number :
- edsair.doi.dedup.....0aae3969525045a886dcd7e9e8b818e2
- Full Text :
- https://doi.org/10.1109/tmi.2002.1000257