Advanced Image Reconstruction Strategies For 4d Prostate Dce-Mri: Steps Toward Clinical Practicality

WAVELETS AND SPARSITY XVI(2015)

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摘要
Dynamic contrast-enhanced (DCE) MRI is an important tool for the detection and characterization of primary and recurring prostate cancer. Advanced reconstruction strategies (e.g., sparse or low-rank regression) provide improved depiction of contrast dynamics and pharmacokinetic parameters; however, the high computation cost of reconstructing 4D (3D+time, 50+frames) datasets typically inhibits their routine clinical use. Here, a novel alternating direction method-of-multipliers (ADMM) optimization strategy is described that enables these methods to be executed in <5 minutes, and thus within the standard clinical workflow. After overviewing the mechanics of this approach, high-performance implementation strategies will be discussed and demonstrated through clinical cases.
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关键词
ADMM, DCE-MRI, Sparse Reconstruction, Clinical Practicality
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