Sparse Approximate Solutions to Linear Systems
SIAM Journal on Computing
IEEE Transactions on Information Theory
Fast, robust total variation-based reconstruction of noisy, blurred images
IEEE Transactions on Image Processing
High-performance 3D compressive sensing MRI reconstruction using many-core architectures
Journal of Biomedical Imaging - Special issue on Parallel Computation in Medical Imaging Applications
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In this work, a nonconvex Compressive Sensing model targeted at true 3D reconstructions of highly undersampled MR angiograms acquired with parallel imaging is proposed. When combined with the Max-CAPR acquisition sequence, it is demonstrated that high quality, non-view-shared, 3D images of the contrast-filled neurovasculature can be acquired (at acceleration factors exceeding the number of coils) in just over 2 seconds and reconstructed in as few as 14 minutes on a high-performance workstation.