Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine
Learning

v1v2v3 (latest)

Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine Learning

4 April 2019

Jeffrey A. Fessler

ArXiv (abs)PDF HTML

Papers citing "Image Reconstruction: From Sparsity to Data-adaptive Methods and Machine Learning"

18 / 68 papers shown

Title
Tracking Tensor Subspaces with Informative Random Sampling for Real-Time MR Imaging Morteza Mardani G. Giannakis K. Uğurbil 35 10 0 14 Sep 2016
A Perspective on Deep Imaging Ge Wang OOD 44 392 0 10 Sep 2016
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Peng Sun W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 142 7,007 0 13 Aug 2016
A Tale of Two Bases: Local-Nonlocal Regularization on Image Patches with Convolution Framelets Rujie Yin Tingran Gao Yue M. Lu Ingrid Daubechies 43 53 0 04 Jun 2016
Relaxed Linearized Algorithms for Faster X-Ray CT Image Reconstruction Hung Nien Jeffrey A. Fessler 31 41 0 14 Dec 2015
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,020 0 10 Dec 2015
FRIST - Flipping and Rotation Invariant Sparsifying Transform Learning and Applications Bihan Wen S. Ravishankar Y. Bresler 59 43 0 19 Nov 2015
Efficient Sum of Outer Products Dictionary Learning (SOUP-DIL) and Its Application to Inverse Problems S. Ravishankar R. Nadakuditi Jeffrey A. Fessler 35 39 0 19 Nov 2015
Accurate Image Super-Resolution Using Very Deep Convolutional Networks Jiwon Kim Jung Kwon Lee Kyoung Mu Lee SupR 104 6,195 0 14 Nov 2015
Data-Driven Learning of a Union of Sparsifying Transforms Model for Blind Compressed Sensing S. Ravishankar Y. Bresler 55 63 0 04 Nov 2015
Off-the-Grid Recovery of Piecewise Constant Images from Few Fourier Samples Greg Ongie M. Jacob 68 118 0 01 Oct 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,196 0 18 May 2015
Fast Multi-class Dictionaries Learning with Geometrical Directions in MRI Reconstruction Zhifang Zhan Jian-Feng Cai D. Guo Yunsong Liu Zhong Chen X. Qu 51 195 0 10 Mar 2015
Efficient Blind Compressed Sensing Using Sparsifying Transforms with Convergence Guarantees and Application to MRI S. Ravishankar Y. Bresler MedIm 52 113 0 13 Jan 2015
Subspace Learning and Imputation for Streaming Big Data Matrices and Tensors Morteza Mardani Gonzalo Mateos G. Giannakis 66 182 0 17 Apr 2014
Bayesian Nonparametric Dictionary Learning for Compressed Sensing MRI Yue Huang John Paisley Qin Lin Xinghao Ding Xueyang Fu Xiao-Ping Zhang MedIm 76 134 0 12 Feb 2013
The Convex Geometry of Linear Inverse Problems V. Chandrasekaran Benjamin Recht P. Parrilo A. Willsky 208 1,341 0 03 Dec 2010
Online Learning for Matrix Factorization and Sparse Coding Julien Mairal Francis R. Bach Jean Ponce Guillermo Sapiro 149 2,616 0 01 Aug 2009