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A review of deep learning in medical imaging: Image traits, technology trends, case studies with progress highlights, and future promises

Aug 02, 2020
S. Kevin Zhou, Hayit Greenspan, Christos Davatzikos, James S. Duncan, Bram van Ginneken, Anant Madabhushi, Jerry L. Prince, Daniel Rueckert, Ronald M. Summers

* 19 pages, 7 figures 

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A Deep Joint Sparse Non-negative Matrix Factorization Framework for Identifying the Common and Subject-specific Functional Units of Tongue Motion During Speech

Jul 09, 2020
Jonghye Woo, Fangxu Xing, Jerry L. Prince, Maureen Stone, Arnold Gomez, Timothy G. Reese, Van J. Wedeen, Georges El Fakhri


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Self domain adapted network

Jul 07, 2020
Yufan He, Aaron Carass, Lianrui Zuo, Blake E. Dewey, Jerry L. Prince

* early accept in miccai2020 

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Validating uncertainty in medical image translation

Feb 11, 2020
Jacob C. Reinhold, Yufan He, Shizhong Han, Yunqiang Chen, Dashan Gao, Junghoon Lee, Jerry L. Prince, Aaron Carass

* IEEE ISBI 2020 

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Finding novelty with uncertainty

Feb 11, 2020
Jacob C. Reinhold, Yufan He, Shizhong Han, Yunqiang Chen, Dashan Gao, Junghoon Lee, Jerry L. Prince, Aaron Carass

* SPIE Medical Imaging 2020 

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Evaluating the Impact of Intensity Normalization on MR Image Synthesis

Dec 11, 2018
Jacob C. Reinhold, Blake E. Dewey, Aaron Carass, Jerry L. Prince

* SPIE Medical Imaging 2019 

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A Sparse Non-negative Matrix Factorization Framework for Identifying Functional Units of Tongue Behavior from MRI

Sep 29, 2018
Jonghye Woo, Jerry L. Prince, Maureen Stone, Fangxu Xing, Arnold Gomez, Jordan R. Green, Christopher J. Hartnick, Thomas J. Brady, Timothy G. Reese, Van J. Wedeen, Georges El Fakhri

* Accepted at IEEE TMI (https://ieeexplore.ieee.org/document/8467354

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Speech Map: A Statistical Multimodal Atlas of 4D Tongue Motion During Speech from Tagged and Cine MR Images

Sep 15, 2018
Jonghye Woo, Fangxu Xing, Maureen Stone, Jordan Green, Timothy G. Reese, Thomas J. Brady, Van J. Wedeen, Jerry L. Prince, Georges El Fakhri

* Accepted at Journal of Computer Methods in Biomechanics and Biomedical Engineering 

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Cross-modality image synthesis from unpaired data using CycleGAN: Effects of gradient consistency loss and training data size

Jul 31, 2018
Yuta Hiasa, Yoshito Otake, Masaki Takao, Takumi Matsuoka, Kazuma Takashima, Jerry L. Prince, Nobuhiko Sugano, Yoshinobu Sato

* 10 pages, 7 figures, MICCAI 2018 Workshop on Simulation and Synthesis in Medical Imaging 

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Topology guaranteed segmentation of the human retina from OCT using convolutional neural networks

Mar 14, 2018
Yufan He, Aaron Carass, Bruno M. Jedynak, Sharon D. Solomon, Shiv Saidha, Peter A. Calabresi, Jerry L. Prince


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Self Super-Resolution for Magnetic Resonance Images using Deep Networks

Feb 26, 2018
Can Zhao, Aaron Carass, Blake E. Dewey, Jerry L. Prince

* Accepted by IEEE International Symposium on Biomedical Imaging (ISBI) 2018 

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Fiber Orientation Estimation Guided by a Deep Network

May 19, 2017
Chuyang Ye, Jerry L. Prince

* A shorter version is accepted by MICCAI 2017 

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Estimation of Fiber Orientations Using Neighborhood Information

May 16, 2016
Chuyang Ye, Jiachen Zhuo, Rao P. Gullapalli, Jerry L. Prince

* Journal paper accepted in Medical Image Analysis. 35 pages and 16 figures 

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