Resolving to super resolution multi-dimensional diffusion imaging (Super-MUDI)

Vishwesh Nath; Marco Pizzolato; Marco  Palombo; Noemi Gyori; Kurt G. Schilling; Colin H. Hansen; Yang Qi; Praitayini Kanakaraj; Bennett A. Landman; Soumick Chatterjee; Alessandro Sciarra; Max Duennwald; Steffen Oeltze-Jafra; Andreas Nuernberger; Oliver Speck; Tomasz Pieciak; Marcin Baranek; Kamil Bartocha; Dominika Ciupek; Fabian Bogusz; Azam Hamidinekoo; Maryam Afzali; Harry Lin; Danny C. Alexander; Haoyu Lan; Farshid Sepehrband; Zifei Liang; Tung-Yeh Wu; Ching-Wei Su; Qian-Hua Wu; Zi-You Liu; Yi-Ping Chao; Enes Albay; Gozde Unal; Dmytro Pylypenko; Xinyu Ye; Fan Zhang; Jana Hutter

Resolving to super resolution multi-dimensional diffusion imaging (Super-MUDI)

Vishwesh Nath, Marco Pizzolato, Marco Palombo, Noemi Gyori, Kurt G. Schilling, Colin H. Hansen, Yang Qi, Praitayini Kanakaraj, Bennett A. Landman, Soumick Chatterjee, Alessandro Sciarra, Max Duennwald, Steffen Oeltze-Jafra, Andreas Nuernberger, Oliver Speck, Tomasz Pieciak, Marcin Baranek, Kamil Bartocha, Dominika Ciupek, Fabian BoguszAzam Hamidinekoo, Maryam Afzali, Harry Lin, Danny C. Alexander, Haoyu Lan, Farshid Sepehrband, Zifei Liang, Tung-Yeh Wu, Ching-Wei Su, Qian-Hua Wu , Zi-You Liu, Yi-Ping Chao, Enes Albay, Gozde Unal, Dmytro Pylypenko, Xinyu Ye, Fan Zhang, Jana Hutter

Research output: Contribution to conference › Conference abstract for conference › Research › peer-review

Abstract

Diffusion-weighted magnetic resonance imaging (DW-MRI) is a critical modality that allows characterization of microstructure of the nervous tissue in the human brain. Recent multi-parametric acquisitions expand parameter space to b-values, gradient directions, inversion and echo times. The required long scanning time could be shortened by acquiring at lower resolutions while superesolving the images during post-processing. This work embodies the evaluation of an open challenge where the objective was to upsample multi dimensional data encoding simultaneously T1, T2* and diffusion contrast to the natively acquired voxel resolution from two different down-sampled sets of the data (isotropic down-sampled and anisotropic down-sampled).

Original language	English
Publication date	2021
Number of pages	3
Publication status	Published - 2021
Event	2021 ISMRM & SMRT Annual Meeting & Exhibition - Online Duration: 15 May 2021 → 20 May 2021

Conference

Conference	2021 ISMRM & SMRT Annual Meeting & Exhibition
Location	Online
Period	15/05/2021 → 20/05/2021

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Nath, V., Pizzolato, M., Palombo, M., Gyori, N., Schilling, K. G., Hansen, C. H., Qi, Y., Kanakaraj, P., Landman, B. A., Chatterjee, S., Sciarra, A., Duennwald, M., Oeltze-Jafra, S., Nuernberger, A., Speck, O., Pieciak, T., Baranek, M., Bartocha, K., Ciupek, D., ... Hutter, J. (2021). Resolving to super resolution multi-dimensional diffusion imaging (Super-MUDI). Abstract from 2021 ISMRM & SMRT Annual Meeting & Exhibition.

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title = "Resolving to super resolution multi-dimensional diffusion imaging (Super-MUDI)",

abstract = "Diffusion-weighted magnetic resonance imaging (DW-MRI) is a critical modality that allows characterization of microstructure of the nervous tissue in the human brain. Recent multi-parametric acquisitions expand parameter space to b-values, gradient directions, inversion and echo times. The required long scanning time could be shortened by acquiring at lower resolutions while superesolving the images during post-processing. This work embodies the evaluation of an open challenge where the objective was to upsample multi dimensional data encoding simultaneously T1, T2* and diffusion contrast to the natively acquired voxel resolution from two different down-sampled sets of the data (isotropic down-sampled and anisotropic down-sampled).",

author = "Vishwesh Nath and Marco Pizzolato and Marco Palombo and Noemi Gyori and Schilling, \{Kurt G.\} and Hansen, \{Colin H.\} and Yang Qi and Praitayini Kanakaraj and Landman, \{Bennett A.\} and Soumick Chatterjee and Alessandro Sciarra and Max Duennwald and Steffen Oeltze-Jafra and Andreas Nuernberger and Oliver Speck and Tomasz Pieciak and Marcin Baranek and Kamil Bartocha and Dominika Ciupek and Fabian Bogusz and Azam Hamidinekoo and Maryam Afzali and Harry Lin and Alexander, \{Danny C.\} and Haoyu Lan and Farshid Sepehrband and Zifei Liang and Tung-Yeh Wu and Ching-Wei Su and Qian-Hua Wu and Zi-You Liu and Yi-Ping Chao and Enes Albay and Gozde Unal and Dmytro Pylypenko and Xinyu Ye and Fan Zhang and Jana Hutter",

year = "2021",

language = "English",

note = "2021 ISMRM \& SMRT Annual Meeting \& Exhibition ; Conference date: 15-05-2021 Through 20-05-2021",

}

Nath, V, Pizzolato, M, Palombo, M, Gyori, N, Schilling, KG, Hansen, CH, Qi, Y, Kanakaraj, P, Landman, BA, Chatterjee, S, Sciarra, A, Duennwald, M, Oeltze-Jafra, S, Nuernberger, A, Speck, O, Pieciak, T, Baranek, M, Bartocha, K, Ciupek, D, Bogusz, F, Hamidinekoo, A, Afzali, M, Lin, H, Alexander, DC, Lan, H, Sepehrband, F, Liang, Z, Wu, T-Y, Su, C-W, Wu , Q-H, Liu, Z-Y, Chao, Y-P, Albay, E, Unal, G, Pylypenko, D, Ye, X, Zhang, F & Hutter, J 2021, 'Resolving to super resolution multi-dimensional diffusion imaging (Super-MUDI)', 2021 ISMRM & SMRT Annual Meeting & Exhibition, 15/05/2021 - 20/05/2021.

TY - ABST

T1 - Resolving to super resolution multi-dimensional diffusion imaging (Super-MUDI)

AU - Nath, Vishwesh

AU - Pizzolato, Marco

AU - Palombo, Marco

AU - Gyori, Noemi

AU - Schilling, Kurt G.

AU - Hansen, Colin H.

AU - Qi, Yang

AU - Kanakaraj, Praitayini

AU - Landman, Bennett A.

AU - Chatterjee, Soumick

AU - Sciarra, Alessandro

AU - Duennwald, Max

AU - Oeltze-Jafra, Steffen

AU - Nuernberger, Andreas

AU - Speck, Oliver

AU - Pieciak, Tomasz

AU - Baranek, Marcin

AU - Bartocha, Kamil

AU - Ciupek, Dominika

AU - Bogusz, Fabian

AU - Hamidinekoo, Azam

AU - Afzali, Maryam

AU - Lin, Harry

AU - Alexander, Danny C.

AU - Lan, Haoyu

AU - Sepehrband, Farshid

AU - Liang, Zifei

AU - Wu, Tung-Yeh

AU - Su, Ching-Wei

AU - Wu , Qian-Hua

AU - Liu, Zi-You

AU - Chao, Yi-Ping

AU - Albay, Enes

AU - Unal, Gozde

AU - Pylypenko, Dmytro

AU - Ye, Xinyu

AU - Zhang, Fan

AU - Hutter, Jana

PY - 2021

Y1 - 2021

N2 - Diffusion-weighted magnetic resonance imaging (DW-MRI) is a critical modality that allows characterization of microstructure of the nervous tissue in the human brain. Recent multi-parametric acquisitions expand parameter space to b-values, gradient directions, inversion and echo times. The required long scanning time could be shortened by acquiring at lower resolutions while superesolving the images during post-processing. This work embodies the evaluation of an open challenge where the objective was to upsample multi dimensional data encoding simultaneously T1, T2* and diffusion contrast to the natively acquired voxel resolution from two different down-sampled sets of the data (isotropic down-sampled and anisotropic down-sampled).

AB - Diffusion-weighted magnetic resonance imaging (DW-MRI) is a critical modality that allows characterization of microstructure of the nervous tissue in the human brain. Recent multi-parametric acquisitions expand parameter space to b-values, gradient directions, inversion and echo times. The required long scanning time could be shortened by acquiring at lower resolutions while superesolving the images during post-processing. This work embodies the evaluation of an open challenge where the objective was to upsample multi dimensional data encoding simultaneously T1, T2* and diffusion contrast to the natively acquired voxel resolution from two different down-sampled sets of the data (isotropic down-sampled and anisotropic down-sampled).

M3 - Conference abstract for conference

T2 - 2021 ISMRM & SMRT Annual Meeting & Exhibition

Y2 - 15 May 2021 through 20 May 2021

ER -

Resolving to super resolution multi-dimensional diffusion imaging (Super-MUDI)

Abstract

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