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Physics-Inspired Generative Models in Medical Imaging: A Review Dennis Hein Afshin Bozorgpour Dorit Merhof Ge Wang DiffM MedIm AI4CE 46 0 0 15 Jul 2024
Solving Inverse Problems in Medical Imaging with Score-Based Generative Models Yang Song Liyue Shen Lei Xing Stefano Ermon DiffM SyDa OffRL MedIm 56 512 0 15 Nov 2021
Robust Compressed Sensing MRI with Deep Generative Priors A. Jalal Marius Arvinte Giannis Daras Eric Price A. Dimakis Jonathan I. Tamir MedIm 41 325 0 03 Aug 2021
Multi-institutional Collaborations for Improving Deep Learning-based Magnetic Resonance Image Reconstruction Using Federated Learning Pengfei Guo Puyang Wang Jinyuan Zhou Shanshan Jiang Vishal M. Patel FedML OOD 38 143 0 03 Mar 2021
Unsupervised MRI Reconstruction with Generative Adversarial Networks Elizabeth K. Cole John M. Pauly S. Vasanawala Frank Ong GAN MedIm 22 50 0 29 Aug 2020
Unpaired Deep Learning for Accelerated MRI using Optimal Transport Driven CycleGAN Gyutaek Oh Byeongsu Sim Hyungjin Chung Leonard Sunwoo J. C. Ye OOD MedIm 30 69 0 29 Aug 2020
Two-Stage Deep Learning for Accelerated 3D Time-of-Flight MRA without Matched Training Data Hyungjin Chung Eunju Cha Leonard Sunwoo J. C. Ye MedIm 28 26 0 04 Aug 2020
Learn distributed GAN with Temporary Discriminators Hui Qu Yikai Zhang Qi Chang Zhennan Yan Chao Chen Dimitris N. Metaxas FedML 21 16 0 17 Jul 2020
Deep Learning Techniques for Inverse Problems in Imaging Greg Ongie A. Jalal Christopher A. Metzler Richard G. Baraniuk A. Dimakis Rebecca Willett 15 521 0 12 May 2020
Geometric Approaches to Increase the Expressivity of Deep Neural Networks for MR Reconstruction Eunju Cha Gyutaek Oh J. C. Ye 27 11 0 17 Mar 2020
Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image Reconstruction Siyuan Wang Junjie Lv Yuanyuan Hu Dong Liang Minghui Zhang Qiegen Liu MedIm 28 15 0 03 Sep 2019
Tree Search Network for Sparse Regression Kyung-Su Kim Sae-Young Chung 17 1 0 01 Apr 2019
Motion Corrected Multishot MRI Reconstruction Using Generative Networks with Sensitivity Encoding Muhammad Usman Muhammad Asim S. Latif B. Lee Junaid Qadir MedIm DiffM GAN 30 58 0 20 Feb 2019
Learning-based Optimization of the Under-sampling Pattern in MRI C. D. Bahadir Adrian Dalca M. Sabuncu 24 114 0 07 Jan 2019
Bi-Linear Modeling of Data Manifolds for Dynamic-MRI Recovery Gaurav N. Shetty Konstantinos Slavakis Abhishek Bose Ukash Nakarmi G. Scutari L. Ying 26 25 0 27 Dec 2018
An overview of deep learning in medical imaging focusing on MRI A. Lundervold A. Lundervold OOD 22 1,609 0 25 Nov 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 36 1,373 0 19 Sep 2018
GANs for Medical Image Analysis Salome Kazeminia Christoph Baur Arjan Kuijper Bram van Ginneken Nassir Navab Shadi Albarqouni Anirban Mukhopadhyay MedIm AI4CE 23 408 0 13 Sep 2018
Leveraging Uncertainty Estimates for Predicting Segmentation Quality Terrance Devries Graham W. Taylor UQCV 36 114 0 02 Jul 2018
Compressed Sensing with Deep Image Prior and Learned Regularization Dave Van Veen A. Jalal Mahdi Soltanolkotabi Eric Price S. Vishwanath A. Dimakis 33 178 0 17 Jun 2018
Synergistic Reconstruction and Synthesis via Generative Adversarial Networks for Accelerated Multi-Contrast MRI S. Dar Mahmut Yurt M. Shahdloo M. E. Ildiz Tolga Çukur MedIm 17 25 0 27 May 2018
Highly Scalable Image Reconstruction using Deep Neural Networks with Bandpass Filtering Joseph Y. Cheng Feiyu Chen M. Alley John M. Pauly S. Vasanawala 21 43 0 08 May 2018
Real-time Cardiovascular MR with Spatio-temporal Artifact Suppression using Deep Learning - Proof of Concept in Congenital Heart Disease A. Hauptmann Simon Arridge F. Lucka V. Muthurangu J. Steeden 25 180 0 14 Mar 2018
The History Began from AlexNet: A Comprehensive Survey on Deep Learning Approaches Md. Zahangir Alom T. Taha C. Yakopcic Stefan Westberg P. Sidike Mst Shamima Nasrin B. Van Essen A. Awwal V. Asari VLM 29 875 0 03 Mar 2018
Deep learning enhanced mobile-phone microscopy Y. Rivenson H. Koydemir Hongda Wang Zhensong Wei Z. Ren ... Yibo Zhang Z. Gorocs Kyle Liang Derek K. Tseng Aydogan Ozcan MedIm 19 163 0 12 Dec 2017
A Transfer-Learning Approach for Accelerated MRI using Deep Neural Networks S. Dar Muzaffer Özbey Ahmet Burak Çatlı Tolga Çukur MedIm OOD 20 165 0 07 Oct 2017
Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss Tran Minh Quan Thanh Nguyen-Duc W. Jeong GAN MedIm 52 540 0 03 Sep 2017
Learned Primal-dual Reconstruction J. Adler Ozan Oktem MedIm 26 747 0 20 Jul 2017