High-resolution ultra-low-field MRI with SNRAware denoising
T. Guallart-Naval, Hui Xue, J. M. Algar'in, Eli G. Castanon, J. Conejero, F. Galve, M. Nassejje, John Stairs, L. Vega-Cid, Michael Hansen, Joseba Alonso
April 2026
John Stairs
Principal Research Software Architect
Publications
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SNRAware: Improved Deep Learning MRI Denoising with Signal-to-Noise Ratio Unit Training and G-factor Map Augmentation
Hui Xue, Sarah M. Hooper, Iain Pierce, Rhodri H. Davies, John Stairs, Joseph Naegele, A. Campbell-Washburn, Charlotte Manisty, James C. Moon, T. Treibel, Peter Kellman, Michael Hansen
Radiology: Artificial Intelligence | October 2025, Vol 7(6)
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Imaging Transformer for MRI Denoising: a Scalable Model Architecture that enables SNR<<1 Imaging
Hui Xue, Sarah M. Hooper, Rhodri H. Davies, T. Treibel, Iain Pierce, John Stairs, Joseph Naegele, Charlotte Manisty, James C. Moon, A. Campbell-Washburn, Peter Kellman, Michael Hansen
April 2025
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High-resolution ultra-low-field MRI with SNRAware denoising
T. Guallart-Naval, Hui Xue, J. M. Algar'in, Eli G. Castanon, J. Conejero, F. Galve, M. Nassejje, John Stairs, L. Vega-Cid, Michael Hansen, Joseba Alonso
April 2026
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SNRAware: Improved Deep Learning MRI Denoising with Signal-to-Noise Ratio Unit Training and G-factor Map Augmentation
Hui Xue, Sarah M. Hooper, Iain Pierce, Rhodri H. Davies, John Stairs, Joseph Naegele, A. Campbell-Washburn, Charlotte Manisty, James C. Moon, T. Treibel, Peter Kellman, Michael Hansen
Radiology: Artificial Intelligence | October 2025, Vol 7(6)
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Imaging Transformer for MRI Denoising: a Scalable Model Architecture that enables SNR<<1 Imaging
Hui Xue, Sarah M. Hooper, Rhodri H. Davies, T. Treibel, Iain Pierce, John Stairs, Joseph Naegele, Charlotte Manisty, James C. Moon, A. Campbell-Washburn, Peter Kellman, Michael Hansen
April 2025
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High-resolution ultra-low-field MRI with SNRAware denoising
T. Guallart-Naval, Hui Xue, J. M. Algar'in, Eli G. Castanon, J. Conejero, F. Galve, M. Nassejje, John Stairs, L. Vega-Cid, Michael Hansen, Joseba Alonso
April 2026
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SNRAware: Improved Deep Learning MRI Denoising with Signal-to-Noise Ratio Unit Training and G-factor Map Augmentation
Hui Xue, Sarah M. Hooper, Iain Pierce, Rhodri H. Davies, John Stairs, Joseph Naegele, A. Campbell-Washburn, Charlotte Manisty, James C. Moon, T. Treibel, Peter Kellman, Michael Hansen
Radiology: Artificial Intelligence | October 2025, Vol 7(6)
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Imaging Transformer for MRI Denoising: a Scalable Model Architecture that enables SNR<<1 Imaging
Hui Xue, Sarah M. Hooper, Rhodri H. Davies, T. Treibel, Iain Pierce, John Stairs, Joseph Naegele, Charlotte Manisty, James C. Moon, A. Campbell-Washburn, Peter Kellman, Michael Hansen
April 2025
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SNRAware: Improved Deep Learning MRI Denoising with Signal-to-Noise Ratio Unit Training and G-factor Map Augmentation
Hui Xue, Sarah M. Hooper, Iain Pierce, Rhodri H. Davies, John Stairs, Joseph Naegele, A. Campbell-Washburn, Charlotte Manisty, James C. Moon, T. Treibel, Peter Kellman, Michael Hansen
Radiology: Artificial Intelligence | October 2025, Vol 7(6)
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Imaging Transformer for MRI Denoising: a Scalable Model Architecture that enables SNR<<1 Imaging
Hui Xue, Sarah M. Hooper, Rhodri H. Davies, T. Treibel, Iain Pierce, John Stairs, Joseph Naegele, Charlotte Manisty, James C. Moon, A. Campbell-Washburn, Peter Kellman, Michael Hansen
April 2025
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High-resolution ultra-low-field MRI with SNRAware denoising
T. Guallart-Naval, Hui Xue, J. M. Algar'in, Eli G. Castanon, J. Conejero, F. Galve, M. Nassejje, John Stairs, L. Vega-Cid, Michael Hansen, Joseba Alonso
April 2026
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Imaging Transformer for MRI Denoising: a Scalable Model Architecture that enables SNR<<1 Imaging
Hui Xue, Sarah M. Hooper, Rhodri H. Davies, T. Treibel, Iain Pierce, John Stairs, Joseph Naegele, Charlotte Manisty, James C. Moon, A. Campbell-Washburn, Peter Kellman, Michael Hansen
April 2025
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SNRAware: Improved Deep Learning MRI Denoising with Signal-to-Noise Ratio Unit Training and G-factor Map Augmentation
Hui Xue, Sarah M. Hooper, Iain Pierce, Rhodri H. Davies, John Stairs, Joseph Naegele, A. Campbell-Washburn, Charlotte Manisty, James C. Moon, T. Treibel, Peter Kellman, Michael Hansen
Radiology: Artificial Intelligence | October 2025, Vol 7(6)
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