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Latent Signal Models: Learning Compact Representations of Signal Evolution for Improved Time-Resolved, Multi-contrast MRI


Aug 27, 2022
Yamin Arefeen, Junshen Xu, Molin Zhang, Zijing Dong, Fuyixue Wang, Jacob White, Berkin Bilgic, Elfar Adalsteinsson

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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

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* Accepted by MICCAI 2022 

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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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Deformed2Self: Self-Supervised Denoising for Dynamic Medical Imaging


Jun 23, 2021
Junshen Xu, Elfar Adalsteinsson

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Multi-scale Neural ODEs for 3D Medical Image Registration


Jun 17, 2021
Junshen Xu, Eric Z. Chen, Xiao Chen, Terrence Chen, Shanhui Sun

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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

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* 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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Fetal Pose Estimation in Volumetric MRI using a 3D Convolution Neural Network


Jul 10, 2019
Junshen Xu, Molin Zhang, Esra Abaci Turk, Larry Zhang, Ellen Grant, Kui Ying, Polina Golland, Elfar Adalsteinsson

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* MICCAI 2019 

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200x Low-dose PET Reconstruction using Deep Learning


Dec 12, 2017
Junshen Xu, Enhao Gong, John Pauly, Greg Zaharchuk

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