Deep Learning for Biomedical Image Reconstruction: A Survey

26 February 2020

Papers citing "Deep Learning for Biomedical Image Reconstruction: A Survey"

45 / 45 papers shown

Title
Principles and Components of Federated Learning Architectures S. Saif Md Abdullah Al Nasim Parag Biswas Abdur Rashid Md. Mahim Anjum Haque Md. Zihad Bin Jahangir Kishor Datta Gupta FedML 103 3 0 07 Feb 2025
Medical image reconstruction with image-adaptive priors learned by use of generative adversarial networks Sayantan Bhadra Weimin Zhou M. Anastasio MedIm GAN 36 28 0 27 Jan 2020
Dense Recurrent Neural Networks for Accelerated MRI: History-Cognizant Unrolling of Optimization Algorithms S. A. Hosseini Burhaneddin Yaman S. Moeller Mingyi Hong Mehmet Akçakaya AI4CE 49 8 0 16 Dec 2019
Data Consistent Artifact Reduction for Limited Angle Tomography with Deep Learning Prior Yixing Huang Alexander Preuhs G. Lauritsch M. Manhart Xiaolin Huang Andreas Maier 75 38 0 19 Aug 2019
A Review on Deep Learning in Medical Image Reconstruction Hai-Miao Zhang Bin Dong MedIm 60 124 0 23 Jun 2019
Deep Leakage from Gradients Ligeng Zhu Zhijian Liu Song Han FedML 83 2,199 0 21 Jun 2019
Missing MRI Pulse Sequence Synthesis using Multi-Modal Generative Adversarial Network Anmol Sharma Ghassan Hamarneh MedIm GAN 114 175 0 27 Apr 2019
Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine Learning S. Ravishankar J. C. Ye Jeffrey A. Fessler 63 244 0 04 Apr 2019
Deep Learning Methods for Parallel Magnetic Resonance Image Reconstruction Florian Knoll Kerstin Hammernik Chi Zhang S. Moeller Thomas Pock D. Sodickson Mehmet Akçakaya OOD 55 267 0 01 Apr 2019
Transform Learning for Magnetic Resonance Image Reconstruction: From Model-based Learning to Building Neural Networks Bihan Wen S. Ravishankar L. Pfister Y. Bresler MedIm 28 64 0 25 Mar 2019
On instabilities of deep learning in image reconstruction - Does AI come at a cost? Vegard Antun F. Renna C. Poon Ben Adcock A. Hansen 48 601 0 14 Feb 2019
A Survey of the Recent Architectures of Deep Convolutional Neural Networks Asifullah Khan A. Sohail Umme Zahoora Aqsa Saeed Qureshi OOD 93 2,291 0 17 Jan 2019
Self-Supervised Deep Active Accelerated MRI Kyong Hwan Jin M. Unser K. M. Yi OOD MedIm 52 60 0 14 Jan 2019
fastMRI: An Open Dataset and Benchmarks for Accelerated MRI Jure Zbontar Florian Knoll Anuroop Sriram Tullie Murrell Zhengnan Huang ... Erich Owens C. L. Zitnick M. Recht D. Sodickson Yvonne W. Lui OOD 65 843 0 21 Nov 2018
Computationally Efficient Deep Neural Network for Computed Tomography Image Reconstruction Dufan Wu Kyungsang Kim Quanzheng Li 24 43 0 05 Oct 2018
Training Behavior of Sparse Neural Network Topologies Simon Alford Ryan A. Robinett Lauren Milechin J. Kepner 23 17 0 30 Sep 2018
An Online Plug-and-Play Algorithm for Regularized Image Reconstruction Yu Sun B. Wohlberg Ulugbek S. Kamilov 42 209 0 12 Sep 2018
Cycle Consistent Adversarial Denoising Network for Multiphase Coronary CT Angiography Eunhee Kang H. Koo D. Yang Joon Bum Seo J. C. Ye MedIm 104 197 0 26 Jun 2018
$Stability of Scattering Decoder For Nonlinear Diffractive Imaging$ Stability of Scattering Decoder For Nonlinear Diffractive Imaging Yu Sun Ulugbek S. Kamilov 18 2 0 20 Jun 2018
Highly Scalable Image Reconstruction using Deep Neural Networks with Bandpass Filtering Joseph Y. Cheng Feiyu Chen M. Alley John M. Pauly S. Vasanawala 65 43 0 08 May 2018
Joint CS-MRI Reconstruction and Segmentation with a Unified Deep Network Liyan Sun Zhiwen Fan Yue Huang Xinghao Ding John Paisley 88 61 0 06 May 2018
DeepPET: A deep encoder-decoder network for directly solving the PET reconstruction inverse problem I. Haeggstroem C. Schmidtlein Gabriele Campanella Thomas J. Fuchs ViT MedIm 30 255 0 20 Apr 2018
Efficient and accurate inversion of multiple scattering with deep learning Yu Sun Zhihao Xia Ulugbek S. Kamilov 48 126 0 18 Mar 2018
Differentially Private Federated Learning: A Client Level Perspective Robin C. Geyer T. Klein Moin Nabi FedML 105 1,293 0 20 Dec 2017
Efficient B-mode Ultrasound Image Reconstruction from Sub-sampled RF Data using Deep Learning Y. Yoon Shujaat Khan Jaeyoung Huh J. C. Ye 92 115 0 17 Dec 2017
200x Low-dose PET Reconstruction using Deep Learning Junshen Xu Enhao Gong John M. Pauly Greg Zaharchuk MedIm 34 133 0 12 Dec 2017
Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction C. Qin Jo Schlemper Jose Caballero Anthony N. Price Joseph V. Hajnal Daniel Rueckert MedIm 52 499 0 05 Dec 2017
Deep Image Prior Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky SupR 114 3,147 0 29 Nov 2017
A Review of Convolutional Neural Networks for Inverse Problems in Imaging Michael T. McCann Kyong Hwan Jin M. Unser 3DV 61 592 0 11 Oct 2017
Deep learning for undersampled MRI reconstruction Chang Min Hyun Hwa Pyung Kim S. Lee Sungchul Lee J.K. Seo 48 457 0 08 Sep 2017
CNN-Based Projected Gradient Descent for Consistent Image Reconstruction Harshit Gupta Kyong Hwan Jin H. Nguyen Michael T. McCann M. Unser 3DV 104 365 0 06 Sep 2017
Learned Primal-dual Reconstruction J. Adler Ozan Oktem MedIm 55 752 0 20 Jul 2017
Data-Driven Sparse Structure Selection for Deep Neural Networks Zehao Huang Naiyan Wang 81 561 0 05 Jul 2017
ADMM-Net: A Deep Learning Approach for Compressive Sensing MRI Yan Yang Jian Sun Huibin Li Zongben Xu MedIm 58 126 0 19 May 2017
Image reconstruction by domain transform manifold learning Bo Zhu Jeremiah Zhe Liu Bruce Rosen Matthew S. Rosen 85 1,531 0 28 Apr 2017
A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction Jo Schlemper Jose Caballero Joseph V. Hajnal Anthony N. Price Daniel Rueckert 74 1,128 0 08 Apr 2017
A Deep Cascade of Convolutional Neural Networks for MR Image Reconstruction Jo Schlemper Jose Caballero Joseph V. Hajnal Anthony N. Price Daniel Rueckert 102 348 0 01 Mar 2017
Low-Dose CT with a Residual Encoder-Decoder Convolutional Neural Network (RED-CNN) Hu Chen Yi Zhang Mannudeep K. Kalra Feng Lin Yang Chen Peixi Liao Jiliu Zhou Ge Wang MedIm 106 1,306 0 01 Feb 2017
The Impact of Random Models on Clustering Similarity Alexander J. Gates Yong-Yeol Ahn 45 125 0 23 Jan 2017
Deep Convolutional Neural Network for Inverse Problems in Imaging Kyong Hwan Jin Michael T. McCann Emmanuel Froustey M. Unser 56 2,119 0 11 Nov 2016
A Perspective on Deep Imaging Ge Wang OOD 40 392 0 10 Sep 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.8K 193,426 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.5K 76,917 0 18 May 2015
Generative Adversarial Networks Ian Goodfellow Jean Pouget-Abadie M. Berk Mirza Bing Xu David Warde-Farley Sherjil Ozair Aaron Courville Yoshua Bengio GAN 135 2,191 0 10 Jun 2014
Spatially-Adaptive Reconstruction in Computed Tomography using Neural Networks J. Shtok M. Zibulevsky Michael Elad 64 44 0 28 Nov 2013