title: Real-time imaging with radial GRAPPA: Implementation on a heterogeneous architecture for low-latency reconstructions.
abstract: Combination of non-Cartesian trajectories with parallel MRI permits to attain unmatched acceleration rates when compared to traditional Cartesian MRI during real-time imaging. However, computationally demanding reconstructions of such imaging techniques, such as k-space domain radial generalized auto-calibrating partially parallel acquisitions (radial GRAPPA) and image domain conjugate gradient sensitivity encoding (CG-SENSE), lead to longer reconstruction times and unacceptable latency for online real-time MRI on conventional computational hardware. Though CG-SENSE has been shown to work with low-latency using a general purpose graphics processing unit (GPU), to the best of our knowledge, no such effort has been made for radial GRAPPA. Radial GRAPPA reconstruction, which is robust even with highly undersampled acquisitions, is not iterative, requiring only significant computation during initial calibration while achieving good image quality for low-latency imaging applications. In this work, we present a very fast, low-latency, reconstruction framework based on a heterogeneous system using multi-core CPUs and GPUs. We demonstrate an implementation of radial GRAPPA that permits reconstruction times on par with or faster than acquisition of highly accelerated datasets in both cardiac and dynamic musculoskeletal imaging scenarios. Acquisition and reconstruction times are reported.
authors.affiliation: Case Western Reserve University, Department of Radiology, Cleveland, OH; Johns Hopkins University School of Medicine, Department of Biomedical Engineering, Baltimore, MD. Electronic address: haris.saybasili@gmail.com.
authors.forename: Haris
authors.initials: H
authors.lastname: Saybasili
authors.affiliation: Johns Hopkins University School of Medicine, Department of Biomedical Engineering, Baltimore, MD.
authors.forename: Daniel A
authors.initials: DA
authors.lastname: Herzka
authors.affiliation: Case Western Reserve University, Department of Biomedical Engineering, Cleveland, OH.
authors.forename: Nicole
authors.initials: N
authors.lastname: Seiberlich
authors.affiliation: Case Western Reserve University, Department of Radiology, Cleveland, OH.
authors.forename: Mark A
authors.initials: MA
authors.lastname: Griswold
mesh_terms: D000842:Ankle / Q000033:anatomy & histology; D002138:Calibration; D006321:Heart / Q000033:anatomy & histology; D006801:Humans; D007089:Image Enhancement / Q000295:instrumentation / Q000379:methods*; D007091:Image Processing, Computer-Assisted / Q000295:instrumentation / Q000379:methods*; D008279:Magnetic Resonance Imaging / Q000295:instrumentation / Q000379:methods*; D009038:Motion; D019047:Phantoms, Imaging; D012984:Software
keywords: High-performance computing; Parallel MRI; Radial GRAPPA; Real-time low-latency image reconstruction