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Medical Image Harmonization Using Deep Learning Based Canonical Mapping: Toward Robust and Generalizable Learning in Imaging

Oct 11, 2020
Vishnu M. Bashyam, Jimit Doshi, Guray Erus, Dhivya Srinivasan, Ahmed Abdulkadir, Mohamad Habes, Yong Fan, Colin L. Masters, Paul Maruff, Chuanjun Zhuo, Henry Völzke, Sterling C. Johnson, Jurgen Fripp, Nikolaos Koutsouleris, Theodore D. Satterthwaite, Daniel H. Wolf, Raquel E. Gur, Ruben C. Gur, John C. Morris, Marilyn S. Albert, Hans J. Grabe, Susan M. Resnick, R. Nick Bryan, David A. Wolk, Haochang Shou, Ilya M. Nasrallah, Christos Davatzikos

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A Deep Network for Joint Registration and Reconstruction of Images with Pathologies

Aug 17, 2020
Xu Han, Zhengyang Shen, Zhenlin Xu, Spyridon Bakas, Hamed Akbari, Michel Bilello, Christos Davatzikos, Marc Niethammer

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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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MAGIC: Multi-scale Heterogeneity Analysis and Clustering for Brain Diseases

Jul 10, 2020
Junhao Wen, Erdem Varol, Ganesh Chand, Aristeidis Sotiras, Christos Davatzikos

* 11 pages, 3 figures, accepted by MICCAI2020 

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Smile-GANs: Semi-supervised clustering via GANs for dissecting brain disease heterogeneity from medical images

Jun 27, 2020
Zhijian Yang, Junhao Wen, Christos Davatzikos

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DeepMRSeg: A convolutional deep neural network for anatomy and abnormality segmentation on MR images

Jul 03, 2019
Jimit Doshi, Guray Erus, Mohamad Habes, Christos Davatzikos

* 18 pages, 8 figures, 3 tables 

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Extraction of hierarchical functional connectivity components in human brain using resting-state fMRI

Jun 27, 2019
Dushyant Sahoo, Danielle Bassett, Christos Davatzikos

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CLAIRE: A distributed-memory solver for constrained large deformation diffeomorphic image registration

Aug 13, 2018
Andreas Mang, Amir Gholami, Christos Davatzikos, George Biros

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PDE-constrained optimization in medical image analysis

Feb 28, 2018
Andreas Mang, Amir Gholami, Christos Davatzikos, George Biros

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Sparse Hierachical Extrapolated Parametric Methods for Cortical Data Analysis

Apr 27, 2017
Nicolas Honnorat, Christos Davatzikos

* Technical report (ongoing work) 

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