CPC G01R 33/5608 (2013.01) [G01R 33/5611 (2013.01); G06T 11/008 (2013.01); G06T 2211/424 (2013.01)] | 18 Claims |
1. A magnetic resonance imaging apparatus comprising:
a measurement unit including a plurality of reception coils and configured to collect a nuclear magnetic resonance signal of a subject for each of the reception coils;
a control unit configured to control a collection pattern for the nuclear magnetic resonance signal; and
an image processing unit configured to reconstruct a denoised image of the subject by using measurement data including the nuclear magnetic resonance signal collected for said each of the reception coils, wherein the image processing unit includes:
a noise amount estimation unit configured to estimate a noise amount of a parallel-reconstructed image, the noise estimation including correction of the parallel-reconstructed image (i) by a G-factor representing a spatial distribution of a noise amplification ratio and (ii) by an R-factor as a reduction factor; and
an iterative reconstruction unit configured to reconstruct a reconstructed image by a repeated calculation using the measurement data for each of the reception coils,
wherein the iterative reconstruction unit includes:
an initial value setting unit configured to set initial image data for the repeated calculation based on the measurement data for each of the reception coils;
a synthesis unit configured to synthesize a synthesized image for each of the reception coils;
a noise removal unit configured to remove noise included in the synthesized image based on statistical properties of the synthesized image and the noise and based on a parameter adjusted based on the estimated noise amount; and
a data consistency maintenance unit configured to create denoised k-space data for each of the reception coils, by using the denoised image and to create estimated measurement data by integrating the denoised k-space data and the measurement data, and
the iterative reconstruction unit is configured to perform iterative processing while updating the initial value based on the estimated measurement data.
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