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Assessment of the generalization of learned image reconstruction and the potential for transfer learning

PURPOSE: While deep learning has shown great promise for MR image reconstruction, an open question regarding the success of this approach is the robustness in the case of deviations between training and test data. The goal of this study is to assess the influence of image contrast, SNR and image con...

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Bibliographische Detailangaben
Veröffentlicht in:Magn Reson Med
Hauptverfasser: Knoll, Florian, Hammernik, Kerstin, Kobler, Erich, Pock, Thomas, Recht, Michael P, Sodickson, Daniel K
Format: Artigo
Sprache:Inglês
Veröffentlicht: 2018
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC6240410/
https://ncbi.nlm.nih.gov/pubmed/29774597
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1002/mrm.27355
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