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• W2945607281 abstract "Compressed sensing (CS) has been introduced to accelerate data acquisition in MR Imaging. However, CS-MRI methods suffer from detail loss with large acceleration and complicated parameter selection. To address the limitations of existing CS-MRI methods, a model-driven MR reconstruction is proposed that trains a deep network, named CP-net, which is derived from the Chambolle-Pock algorithm to reconstruct the in vivo MR images of human brains from highly undersampled complex k-space data acquired on different types of MR scanners. The proposed deep network can learn the proximal operator and parameters among the Chambolle-Pock algorithm. All of the experiments show that the proposed CP-net achieves more accurate MR reconstruction results, outperforming state-of-the-art methods across various quantitative metrics." @default.
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• W2945607281 date "2019-05-23" @default.
• W2945607281 modified "2023-09-23" @default.
• W2945607281 title "Accelerating MR Imaging via Deep Chambolle-Pock Network" @default.
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• W2945607281 doi "https://doi.org/10.48550/arxiv.1905.09525" @default.
• W2945607281 hasPublicationYear "2019" @default.
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