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Deep variational network for rapid 4D flow MRI reconstruction

Valery Vishnevskiy, Jonas Walheim, Sebastian Kozerke

2020Nature Machine Intelligence77 citationsDOIOpen Access PDF

Topics & Concepts

Compressed sensingComputer scienceLeverage (statistics)Iterative reconstructionArtificial intelligenceMagnetic resonance imagingReal-time MRIComputer visionArtificial neural networkReconstruction algorithmDeep learningFlow (mathematics)HyperparameterPattern recognition (psychology)AlgorithmUndersamplingBlood flowMinificationAccelerationVolume (thermodynamics)Sampling (signal processing)Dynamic contrast-enhanced MRIImage qualitySignal reconstruction3D reconstructionData reductionFlow networkReduction (mathematics)Advanced MRI Techniques and ApplicationsMedical Image Segmentation TechniquesModel Reduction and Neural Networks
Deep variational network for rapid 4D flow MRI reconstruction | Litcius