Learning-Based Compressive MRI

3 May 2018

Baran Gözcü

Rabeeh Karimi Mahabadi

Papers citing "Learning-Based Compressive MRI"

38 / 38 papers shown

Title
LSST: Learned Single-Shot Trajectory and Reconstruction Network for MR Imaging H. Aggarwal Sudhanya Chatterjee D. Shanbhag Uday Patil K.V.S. Hari 113 0 0 08 Aug 2024
On Sensitivity and Robustness of Normalization Schemes to Input Distribution Shifts in Automatic MR Image Diagnosis Divyam Madaan D. Sodickson K. Cho S. Chopra OOD MedIm 66 1 0 23 Jun 2023
CS4ML: A general framework for active learning with arbitrary data based on Christoffel functions Ben Adcock Juan M. Cardenas N. Dexter 70 6 0 01 Jun 2023
L2SR: Learning to Sample and Reconstruct for Accelerated MRI via Reinforcement Learning Pu Yang Bin Dong OffRL AI4TS 46 0 0 05 Dec 2022
LARO: Learned Acquisition and Reconstruction Optimization to accelerate Quantitative Susceptibility Mapping Jinwei Zhang P. Spincemaille Hang Zhang Thanh D. Nguyen Chao Li Jiahao Nick Li I. Kovanlikaya M. Sabuncu Yi Wang 70 10 0 01 Nov 2022
PUERT: Probabilistic Under-sampling and Explicable Reconstruction Network for CS-MRI Jingfen Xie Jian Zhang Yongbing Zhang Xiangyang Ji 76 30 0 24 Apr 2022
Single-pass Object-adaptive Data Undersampling and Reconstruction for MRI Zhishen Huang S. Ravishankar MedIm 78 10 0 17 Nov 2021
Fast T2w/FLAIR MRI Acquisition by Optimal Sampling of Information Complementary to Pre-acquired T1w MRI Junwei Yang Xiao-Xin Li Feihong Liu Dong Nie Pietro Lio H. Qi Dinggang Shen 60 4 0 11 Nov 2021
Alternating Learning Approach for Variational Networks and Undersampling Pattern in Parallel MRI Applications M. Zibetti Florian Knoll R. Regatte 58 18 0 27 Oct 2021
A Weighted Generalized Coherence Approach for Sensing Matrix Design Ameya Anjarlekar Ajit V. Rajwade 134 0 0 06 Oct 2021
Optimizing full 3D SPARKLING trajectories for high-resolution T2*-weighted Magnetic Resonance Imaging R. ChaithyaG. P. Weiss Guillaume Daval-Frérot Aurélien Massire A. Vignaud P. Ciuciu 29 8 0 06 Aug 2021
LAPNet: Non-rigid Registration derived in k-space for Magnetic Resonance Imaging Thomas Kustner Jiazhen Pan H. Qi G. Cruz Christopher Gilliam T. Blu Bin Yang S. Gatidis René M. Botnar Claudia Prieto MedIm 31 30 0 19 Jul 2021
Model-based Reconstruction with Learning: From Unsupervised to Supervised and Beyond Zhishen Huang Siqi Ye Michael T. McCann S. Ravishankar MedIm 46 10 0 26 Mar 2021
Active Sampling for Accelerated MRI with Low-Rank Tensors Zichang He Bo Zhao Zheng Zhang MedIm 54 5 0 23 Dec 2020
Multi-Coil MRI Reconstruction Challenge -- Assessing Brain MRI Reconstruction Models and their Generalizability to Varying Coil Configurations Youssef Beauferris Jonas Teuwen D. Karkalousos N. Moriakov M. Caan ... Mike Lasby N. Nogovitsyn W. Loos Richard Frayne Roberto Souza OOD 55 36 0 10 Nov 2020
Fast Data-Driven Learning of MRI Sampling Pattern for Large Scale Problems M. Zibetti G. Herman R. Regatte 48 5 0 04 Nov 2020
Experimental design for MRI by greedy policy search Tim Bakker H. V. Hoof Max Welling 54 59 0 30 Oct 2020
Off-the-grid data-driven optimization of sampling schemes in MRI Alban Gossard F. Gournay P. Weiss 15 1 0 05 Oct 2020
Towards learned optimal q-space sampling in diffusion MRI Tomer Weiss S. Vedula Ortal Senouf O. Michailovich A. Bronstein MedIm 25 3 0 07 Sep 2020
3D FLAT: Feasible Learned Acquisition Trajectories for Accelerated MRI Jonathan Alush-Aben Linor Ackerman-Schraier Tomer Weiss S. Vedula Ortal Senouf A. Bronstein MedIm 97 15 0 11 Aug 2020
Extending LOUPE for K-space Under-sampling Pattern Optimization in Multi-coil MRI Jinwei Zhang Hang Zhang Alan Q. Wang Qihao Zhang M. Sabuncu P. Spincemaille Thanh D. Nguyen Yi Wang 102 35 0 28 Jul 2020
Active MR k-space Sampling with Reinforcement Learning Luis Villaseñor-Pineda Sumana Basu Adriana Romero Roberto Calandra M. Drozdzal 75 71 0 20 Jul 2020
Inexact Derivative-Free Optimization for Bilevel Learning Matthias Joachim Ehrhardt Lindon Roberts 70 22 0 23 Jun 2020
1D Probabilistic Undersampling Pattern Optimization for MR Image Reconstruction Shengke Xue Ruiliang Bai Xinyu Jin 103 0 0 08 Mar 2020
J-MoDL: Joint Model-Based Deep Learning for Optimized Sampling and Reconstruction H. Aggarwal M. Jacob 39 5 0 06 Nov 2019
PILOT: Physics-Informed Learned Optimized Trajectories for Accelerated MRI Tomer Weiss Ortal Senouf S. Vedula O. Michailovich M. Zibulevsky A. Bronstein MedIm 150 79 0 12 Sep 2019
Towards multi-sequence MR image recovery from undersampled k-space data Cheng-Fang Peng Wei-An Lin Rama Chellappa S. Kevin Zhou 39 8 0 15 Aug 2019
Deep-learning-based Optimization of the Under-sampling Pattern in MRI C. D. Bahadir Alan Q. Wang Adrian Dalca M. Sabuncu 51 9 0 26 Jul 2019
Learning the Sampling Pattern for MRI Ferdia Sherry Martin Benning J. D. L. Reyes M. Graves G. Maierhofer Guy B. Williams Carola-Bibiane Schönlieb Matthias Joachim Ehrhardt MedIm 116 71 0 20 Jun 2019
Joint learning of cartesian undersampling and reconstruction for accelerated MRI Tomer Weiss S. Vedula Ortal Senouf O. Michailovich M. Zibulevsky A. Bronstein 67 25 0 22 May 2019
Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine Learning S. Ravishankar J. C. Ye Jeffrey A. Fessler 121 244 0 04 Apr 2019
Reducing Uncertainty in Undersampled MRI Reconstruction with Active Acquisition Zizhao Zhang Adriana Romero Matthew Muckley Pascal Vincent Lin Yang M. Drozdzal 121 110 0 08 Feb 2019
Scalable Learning-Based Sampling Optimization for Compressive Dynamic MRI Thomas Sanchez Baran Gözcü R. Heeswijk Armin Eftekhari E. Ilıcak Tolga Çukur Volkan Cevher 63 30 0 01 Feb 2019
Self-Supervised Deep Active Accelerated MRI Kyong Hwan Jin M. Unser K. M. Yi OOD MedIm 76 60 0 14 Jan 2019
Learning-based Optimization of the Under-sampling Pattern in MRI C. D. Bahadir Adrian Dalca M. Sabuncu 124 115 0 07 Jan 2019
A Deep Learning Framework for Single-Sided Sound Speed Inversion in Medical Ultrasound Micha Feigin-Almon Daniel Freedman B. Anthony SyDa MedIm 141 86 0 30 Sep 2018
Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling Shanshan Wu A. Dimakis Sujay Sanghavi Felix X. Yu D. Holtmann-Rice Dmitry Storcheus Afshin Rostamizadeh Sanjiv Kumar SSL 61 53 0 26 Jun 2018
Image Synthesis in Multi-Contrast MRI with Conditional Generative Adversarial Networks S. Dar Mahmut Yurt Levent Karacan Aykut Erdem Erkut Erdem Tolga Çukur MedIm 90 453 0 05 Feb 2018