Super-resolution T1 estimation: Quantitative high resolution T1 mapping from a set of low resolution T1-weighted images with different slice orientations
PurposeQuantitative T-1 mapping is a magnetic resonance imaging technique that estimates the spin-lattice relaxation time of tissues. Even though T-1 mapping has a broad range of potential applications, it is not routinely used in clinical practice as accurate and precise high resolution T-1 mapping requires infeasibly long acquisition times. MethodTo improve the trade-off between the acquisition time, signal-to-noise ratio and spatial resolution, we acquire a set of low resolution T-1-weighted images and directly estimate a high resolution T-1 map by means of super-resolution reconstruction. ResultsSimulation and in vivo experiments show an increased spatial resolution of the T-1 map, while preserving a high signal-to-noise ratio and short scan time. Moreover, the proposed method outperforms conventional estimation in terms of root-mean-square error. ConclusionSuper resolution T-1 estimation enables resolution enhancement in T-1 mapping with the use of standard (inversion recovery) T-1 acquisition sequences. Magn Reson Med 77:1818-1830, 2017. (c) 2016 International Society for Magnetic Resonance in Medicine
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Okayama Univ, Fac Hlth Sci, Dept Radiol Technol, 2-5-1 Shikata Cho,Kita Ku, Okayama 7008558, JapanOkayama Univ, Fac Hlth Sci, Dept Radiol Technol, 2-5-1 Shikata Cho,Kita Ku, Okayama 7008558, Japan
Kida, Katsuhiro
Kurosaki, Takamasa
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Japanese Red Cross Okayama Hosp, Dept Cent Radiol, 2-1-1 Aoe,Kita Ku, Okayama 7000941, JapanOkayama Univ, Fac Hlth Sci, Dept Radiol Technol, 2-5-1 Shikata Cho,Kita Ku, Okayama 7008558, Japan
Kurosaki, Takamasa
Fukui, Ryohei
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Okayama Univ, Fac Hlth Sci, Dept Radiol Technol, 2-5-1 Shikata Cho,Kita Ku, Okayama 7008558, JapanOkayama Univ, Fac Hlth Sci, Dept Radiol Technol, 2-5-1 Shikata Cho,Kita Ku, Okayama 7008558, Japan
Fukui, Ryohei
Matsuura, Ryutaro
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Okayama Univ, Fac Hlth Sci, Dept Radiol Technol, 2-5-1 Shikata Cho,Kita Ku, Okayama 7008558, JapanOkayama Univ, Fac Hlth Sci, Dept Radiol Technol, 2-5-1 Shikata Cho,Kita Ku, Okayama 7008558, Japan
Matsuura, Ryutaro
Goto, Sachiko
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Okayama Univ, Fac Hlth Sci, Dept Radiol Technol, 2-5-1 Shikata Cho,Kita Ku, Okayama 7008558, JapanOkayama Univ, Fac Hlth Sci, Dept Radiol Technol, 2-5-1 Shikata Cho,Kita Ku, Okayama 7008558, Japan
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Univ Toronto, Sunnybrook Res Inst, Dept Med Biophys, Toronto, ON M4N 3M5, CanadaUniv Toronto, Sunnybrook Res Inst, Dept Med Biophys, Toronto, ON M4N 3M5, Canada
Pop, Mihaela
Ramanan, Venkat
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Sunnybrook Res Inst, Toronto, ON M4N 3M5, CanadaUniv Toronto, Sunnybrook Res Inst, Dept Med Biophys, Toronto, ON M4N 3M5, Canada
Ramanan, Venkat
Yang, Franklin
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Univ Toronto, Dept Med Biophys, Toronto, ON M4N 3M5, CanadaUniv Toronto, Sunnybrook Res Inst, Dept Med Biophys, Toronto, ON M4N 3M5, Canada
Yang, Franklin
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Zhang, Li
Newbigging, Susan
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Toronto Ctr Phenogenom, Ctr Modelling Human Dis, Pathol Core, Toronto, ON M5T 3H7, CanadaUniv Toronto, Sunnybrook Res Inst, Dept Med Biophys, Toronto, ON M4N 3M5, Canada
Newbigging, Susan
Ghugre, Nilesh R.
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Univ Toronto, Sunnybrook Res Inst, Dept Med Biophys, Toronto, ON M4N 3M5, CanadaUniv Toronto, Sunnybrook Res Inst, Dept Med Biophys, Toronto, ON M4N 3M5, Canada
Ghugre, Nilesh R.
Wright, Graham A.
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Univ Toronto, Sunnybrook Res Inst, Dept Med Biophys, Toronto, ON M4N 3M5, CanadaUniv Toronto, Sunnybrook Res Inst, Dept Med Biophys, Toronto, ON M4N 3M5, Canada