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SVoRT: Iterative Transformer for Slice-to-Volume Registration in Fetal Brain MRI


Jun 22, 2022
Junshen Xu , Daniel Moyer , P. Ellen Grant , Polina Golland , Juan Eugenio Iglesias , Elfar Adalsteinsson

* Accepted by MICCAI 2022 

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Deep Relation Learning for Regression and Its Application to Brain Age Estimation


Apr 13, 2022
Sheng He , Yanfang Feng , P. Ellen Grant , Yangming Ou

* IEEE Transactions on Medical Imaging. 2022 

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Volumetric Parameterization of the Placenta to a Flattened Template


Nov 15, 2021
S. Mazdak Abulnaga , Esra Abaci Turk , Mikhail Bessmeltsev , P. Ellen Grant , Justin Solomon , Polina Golland

* Accepted to IEEE TMI ( (c) IEEE). This manuscript expands the MICCAI 2019 paper (arXiv:1903.05044) by developing additional template models and extensions to improve robustness, expanded evaluation on a significantly larger dataset, and experiments and discussion demonstrating utility for clinical research. Code is available at https://github.com/mabulnaga/placenta-flattening 

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Rapid head-pose detection for automated slice prescription of fetal-brain MRI


Oct 08, 2021
Malte Hoffmann , Esra Abaci Turk , Borjan Gagoski , Leah Morgan , Paul Wighton , M. Dylan Tisdall , Martin Reuter , Elfar Adalsteinsson , P. Ellen Grant , Lawrence L. Wald , André J. W. van der Kouwe

* Int J Imaging Syst Technol, 31 (3), 2021, 1136-1154 
* 19 pages, 10 figures, 2 tables, fetal MRI, head-pose detection, MSER, scan automation, scan prescription, slice positioning, final published version 

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Global-Local Transformer for Brain Age Estimation


Sep 03, 2021
Sheng He , P. Ellen Grant , Yangming Ou

* To appear: IEEE Transactions on Medical Imaging 

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STRESS: Super-Resolution for Dynamic Fetal MRI using Self-Supervised Learning


Jun 30, 2021
Junshen Xu , Esra Abaci Turk , P. Ellen Grant , Polina Golland , Elfar Adalsteinsson


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Enhanced detection of fetal pose in 3D MRI by Deep Reinforcement Learning with physical structure priors on anatomy


Jul 16, 2020
Molin Zhang , Junshen Xu , Esra Abaci Turk , P. Ellen Grant , Polina Golland , Elfar Adalsteinsson

* 10 pages, 3 figures, MICCAI 2020 

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Semi-Supervised Learning for Fetal Brain MRI Quality Assessment with ROI consistency


Jun 23, 2020
Junshen Xu , Sayeri Lala , Borjan Gagoski , Esra Abaci Turk , P. Ellen Grant , Polina Golland , Elfar Adalsteinsson


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Brain Age Estimation Using LSTM on Children's Brain MRI


Feb 20, 2020
Sheng He , Randy L. Gollub , Shawn N. Murphy , Juan David Perez , Sanjay Prabhu , Rudolph Pienaar , Richard L. Robertson , P. Ellen Grant , Yangming Ou

* ISBI 2020 

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