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Contrastive Learning for Accelerated MR Fingerprinting.

作者信息

Huang Peizhou, Eck Brendan L, Yang Mingrui, Liu Ruiying, Zhang Xiaoliang, Li Xiaojuan, Ying Leslie

机构信息

Biomedical Engineering, University at Buffalo, Buffalo, NY, United States.

Program of Advanced Musculoskeletal Imaging (PAMI), Cleveland Clinic, Cleveland, OH, United States.

出版信息

Proc Int Soc Magn Reson Med Sci Meet Exhib Int Soc Magn Reson Med Sci Meet Exhib. 2025 May;33.

PMID:40810093
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12346756/
Abstract
摘要

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本文引用的文献

1
Bloch simulator-driven deep recurrent neural network for magnetization transfer contrast MR fingerprinting and CEST imaging.基于布洛赫模拟的深度递归神经网络在磁化传递对比磁共振指纹成像和 CEST 成像中的应用。
Magn Reson Med. 2023 Oct;90(4):1518-1536. doi: 10.1002/mrm.29748. Epub 2023 Jun 15.
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High-Quality MR Fingerprinting Reconstruction Using Structured Low-Rank Matrix Completion and Subspace Projection.使用结构化低秩矩阵补全和子空间投影的高质量磁共振指纹重建
IEEE Trans Med Imaging. 2022 May;41(5):1150-1164. doi: 10.1109/TMI.2021.3133329. Epub 2022 May 2.
3
Channel Attention Networks for Robust MR Fingerprint Matching.
用于鲁棒磁共振指纹匹配的通道注意力网络
IEEE Trans Biomed Eng. 2022 Apr;69(4):1398-1405. doi: 10.1109/TBME.2021.3116877. Epub 2022 Mar 18.
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Machine Learning for Rapid Magnetic Resonance Fingerprinting Tissue Property Quantification.用于快速磁共振指纹组织特性定量的机器学习
Proc IEEE Inst Electr Electron Eng. 2020 Jan;108(1):69-85. doi: 10.1109/JPROC.2019.2936998. Epub 2019 Sep 11.
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Deep Learning for Fast and Spatially Constrained Tissue Quantification From Highly Accelerated Data in Magnetic Resonance Fingerprinting.深度学习在磁共振指纹成像中从高度加速的数据中快速且空间受限的组织定量。
IEEE Trans Med Imaging. 2019 Oct;38(10):2364-2374. doi: 10.1109/TMI.2019.2899328. Epub 2019 Feb 13.
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MR fingerprinting Deep RecOnstruction NEtwork (DRONE).磁共振指纹成像深度重建网络（DRONE）。
Magn Reson Med. 2018 Sep;80(3):885-894. doi: 10.1002/mrm.27198. Epub 2018 Apr 6.
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Low rank approximation methods for MR fingerprinting with large scale dictionaries.基于大规模字典的磁共振指纹成像的低秩逼近方法。
Magn Reson Med. 2018 Apr;79(4):2392-2400. doi: 10.1002/mrm.26867. Epub 2017 Aug 13.
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Matrix completion-based reconstruction for undersampled magnetic resonance fingerprinting data.基于矩阵补全的欠采样磁共振指纹数据重建
Magn Reson Imaging. 2017 Sep;41:41-52. doi: 10.1016/j.mri.2017.02.007. Epub 2017 Mar 3.
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SVD compression for magnetic resonance fingerprinting in the time domain.时域磁共振指纹识别的奇异值分解压缩
IEEE Trans Med Imaging. 2014 Dec;33(12):2311-22. doi: 10.1109/TMI.2014.2337321. Epub 2014 Jul 10.
10
Magnetic resonance fingerprinting.磁共振指纹成像。
Nature. 2013 Mar 14;495(7440):187-92. doi: 10.1038/nature11971.