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Berkin Bilgic

Harvard-MIT Health Sciences and Technology, Athinoula A. Martinos Center for Biomedical Imaging, Harvard Medical School

SDnDTI: Self-supervised deep learning-based denoising for diffusion tensor MRI

Nov 14, 2021
Qiyuan Tian, Ziyu Li, Qiuyun Fan, Jonathan R. Polimeni, Berkin Bilgic, David H. Salat, Susie Y. Huang

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BUDA-SAGE with self-supervised denoising enables fast, distortion-free, high-resolution T2, T2*, para- and dia-magnetic susceptibility mapping

Sep 09, 2021
Zijing Zhang, Long Wang, Jaejin Cho, Congyu Liao, Hyeong-Geol Shin, Xiaozhi Cao, Jongho Lee, Jinmin Xu, Tao Zhang, Huihui Ye, Kawin Setsompop, Huafeng Liu, Berkin Bilgic

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Optimized multi-axis spiral projection MR fingerprinting with subspace reconstruction for rapid whole-brain high-isotropic-resolution quantitative imaging

Aug 12, 2021
Xiaozhi Cao, Congyu Liao, Siddharth Srinivasan Iyer, Zhixing Wang, Zihan Zhou, Erpeng Dai, Gilad Liberman, Zijing Dong, Ting Gong, Hongjian He, Jianhui Zhong, Berkin Bilgic, Kawin Setsompop

* 40 pages, 11 figures, 2 tables 

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eRAKI: Fast Robust Artificial neural networks for K-space Interpolation (RAKI) with Coil Combination and Joint Reconstruction

Jul 07, 2021
Heng Yu, Zijing Dong, Yamin Arefeen, Congyu Liao, Kawin Setsompop, Berkin Bilgic

* accepted by ISMRM2021 as an oral abstract 

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Highly Accelerated EPI with Wave Encoding and Multi-shot Simultaneous Multi-Slice Imaging

Jun 03, 2021
Jaejin Cho, Congyu Liao, Qiyuan Tian, Zijing Zhang, Jinmin Xu, Wei-Ching Lo, Benedikt A. Poser, V. Andrew Stenger, Jason Stockmann, Kawin Setsompop, Berkin Bilgic

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Covariance-Free Sparse Bayesian Learning

May 21, 2021
Alexander Lin, Andrew H. Song, Berkin Bilgic, Demba Ba

* 13 pages 

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Scan Specific Artifact Reduction in K-space (SPARK) Neural Networks Synergize with Physics-based Reconstruction to Accelerate MRI

Apr 02, 2021
Yamin Arefeen, Onur Beker, Heng Yu, Elfar Adalsteinsson, Berkin Bilgic

* 29 pages, 12 figures 

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SRDTI: Deep learning-based super-resolution for diffusion tensor MRI

Feb 17, 2021
Qiyuan Tian, Ziyu Li, Qiuyun Fan, Chanon Ngamsombat, Yuxin Hu, Congyu Liao, Fuyixue Wang, Kawin Setsompop, Jonathan R. Polimeni, Berkin Bilgic, Susie Y. Huang

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Nonlinear Dipole Inversion (NDI) enables Quantitative Susceptibility Mapping (QSM) without parameter tuning

Sep 30, 2019
Daniel Polak, Itthi Chatnuntawech, Jaeyeon Yoon, Siddharth Srinivasan Iyer, Jongho Lee, Peter Bachert, Elfar Adalsteinsson, Kawin Setsompop, Berkin Bilgic

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Highly Accelerated Multishot EPI through Synergistic Combination of Machine Learning and Joint Reconstruction

Aug 08, 2018
Berkin Bilgic, Itthi Chatnuntawech, Mary Kate Manhard, Qiyuan Tian, Congyu Liao, Stephen F. Cauley, Susie Y. Huang, Jonathan R. Polimeni, Lawrence L. Wald, Kawin Setsompop

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Rice Classification Using Spatio-Spectral Deep Convolutional Neural Network

May 30, 2018
Itthi Chatnuntawech, Kittipong Tantisantisom, Paisan Khanchaitit, Thitikorn Boonkoom, Berkin Bilgic, Ekapol Chuangsuwanich

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