Dynamic magnetic resonance rapid reconstruction method
A magnetic resonance and fast technology, applied in image data processing, instrumentation, 2D image generation, etc., can solve problems such as dynamic real-time imaging and functional imaging, blurred imaging, and slow imaging speed
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[0049] A method for rapid reconstruction of dynamic magnetic resonance is characterized in that it comprises the following steps:
[0050] 1) The first frame uses high-precision sampling as the reference frame, and the first two frames are quickly reconstructed using DTV algorithm. Suppose a dMRI image sequence is expressed as X=[x 1 ,x 2 ,....x T ], where x t Is the t-th frame image containing N pixels, y=[y 1 ,y 2 ,....y T ] To obtain the measured value for its k-space downsampling, y t = F u x t , F u =R t F is the zero-filled Fourier transform operator after downsampling in k-t space, R t Is the under-sampling template of the t-th frame, F is the Fourier transform, and the dynamic MRI reconstruction can be expressed as:
[0051]
[0052] Here Ψ(X) is the sparse transformation constraint term of the entire dMRI sequence. In order to solve this problem, some scholars have proposed a 3DTV model: Here i represents the gradient value of the i-th pixel. This model assumes that the MR ...
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