Low-Rank Modeling and Its Applications in Image Analysis

Cine Cone Beam CT Reconstruction Using Low-Rank Matrix Factorization: Algorithm and a Proof-of-Principle Study

(2014) Jian-Feng Cai et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Low-Rank Modeling of Local $k$-Space Neighborhoods (LORAKS) for Constrained MRI

(2014) Justin P. Haldar   IEEE TRANSACTIONS ON MEDICAL IMAGING

Fixed-rank matrix factorizations and Riemannian low-rank optimization

(2013) Bamdev Mishra et al.   COMPUTATIONAL STATISTICS

Restricted $p$-Isometry Properties of Nonconvex Matrix Recovery

(2013) Min Zhang et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Blind Compressive Sensing Dynamic MRI

(2013) S. G. Lingala et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Unbiased Risk Estimates for Singular Value Thresholding and Spectral Estimators

(2013) Emmanuel J. Candes et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

A Variational Approach to Video Registration with Subspace Constraints

(2013) Ravi Garg et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

A reweighted nuclear norm minimization algorithm for low rank matrix recovery

(2013) Yu-Fan Li et al.   JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS

Low-Rank Matrix Completion by Riemannian Optimization

(2013) Bart Vandereycken   SIAM JOURNAL ON OPTIMIZATION

Low-Rank Optimization with Trace Norm Penalty

(2013) B. Mishra et al.   SIAM JOURNAL ON OPTIMIZATION

An alternating direction algorithm for matrix completion with nonnegative factors

(2012) Yangyang Xu et al.   Frontiers of Mathematics in China

Robust PCA via Outlier Pursuit

(2012) Huan Xu et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Image reconstruction from highly undersampled (k,t)-space data with joint partial separability and sparsity constraints

(2012) Bo Zhao et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

RASL: Robust Alignment by Sparse and Low-Rank Decomposition for Linearly Correlated Images

(2012) Yigang Peng et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Moving Object Detection by Detecting Contiguous Outliers in the Low-Rank Representation

(2012) Xiaowei Zhou et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

On $l_q$ Optimization and Matrix Completion

(2012) G. Marjanovic et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Sparse Bayesian Methods for Low-Rank Matrix Estimation

(2012) S. Derin Babacan et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

TILT: Transform Invariant Low-Rank Textures

(2012) Zhengdong Zhang et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Subspace Clustering

(2011) Rene Vidal   IEEE SIGNAL PROCESSING MAGAZINE

Dictionary Learning

(2011) Ivana Tosic et al.   IEEE SIGNAL PROCESSING MAGAZINE

Bayesian Robust Principal Component Analysis

(2011) Xinghao Ding et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Recovering Low-Rank Matrices From Few Coefficients in Any Basis

(2011) David Gross   IEEE TRANSACTIONS ON INFORMATION THEORY

Accelerated Dynamic MRI Exploiting Sparsity and Low-Rank Structure: k-t SLR

(2011) Sajan Goud Lingala et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Lower Bounds on the Mean-Squared Error of Low-Rank Matrix Reconstruction

(2011) Gongguo Tang et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Subspace Evolution and Transfer (SET) for Low-Rank Matrix Completion

(2011) Wei Dai et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Exploiting rank deficiency and transform domain sparsity for MR image reconstruction

(2011) Angshul Majumdar et al.   MAGNETIC RESONANCE IMAGING

Rank-Sparsity Incoherence for Matrix Decomposition

(2011) Venkat Chandrasekaran et al.   SIAM JOURNAL ON OPTIMIZATION

Matrix Completion From a Few Entries

(2010) Raghunandan H. Keshavan et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

ADMiRA: Atomic Decomposition for Minimum Rank Approximation

(2010) Kiryung Lee et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

An algorithm for sparse MRI reconstruction by Schatten p-norm minimization

(2010) Angshul Majumdar et al.   MAGNETIC RESONANCE IMAGING

Matrix Completion With Noise

(2010) Emmanuel J Candes et al.   PROCEEDINGS OF THE IEEE

Guaranteed Minimum-Rank Solutions of Linear Matrix Equations via Nuclear Norm Minimization

(2010) Benjamin Recht et al.   SIAM REVIEW

Iterative hard thresholding for compressed sensing

(2009) Thomas Blumensath et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Matrix Factorization Techniques for Recommender Systems

(2009) Yehuda Koren et al.   COMPUTER

Rank-Constrained Solutions to Linear Matrix Equations Using PowerFactorization

(2009) J.P. Haldar et al.   IEEE SIGNAL PROCESSING LETTERS

Segmentation of the Left Ventricle From Cardiac MR Images Using a Subject-Specific Dynamical Model

(2009) Yun Zhu et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Motion Segmentation in the Presence of Outlying, Incomplete, or Corrupted Trajectories

(2009) S Rao et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Fixed point and Bregman iterative methods for matrix rank minimization

(2009) Shiqian Ma et al.   MATHEMATICAL PROGRAMMING

Four-dimensional (4D) image reconstruction strategies in dynamic PET: Beyond conventional independent frame reconstruction

(2009) Arman Rahmim et al.   MEDICAL PHYSICS

A Fast Iterative Shrinkage-Thresholding Algorithm for Linear Inverse Problems

(2009) Amir Beck et al.   SIAM Journal on Imaging Sciences

CoSaMP: Iterative signal recovery from incomplete and inaccurate samples

(2008) D. Needell et al.   APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS

Compressed Sensing MRI

(2008) M. Lustig et al.   IEEE SIGNAL PROCESSING MAGAZINE

Principal Component Analysis Based on L1-Norm Maximization

(2008) N. Kwak   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Optimization Algorithms on Subspaces: Revisiting Missing Data Problem in Low-Rank Matrix

(2008) Pei Chen   INTERNATIONAL JOURNAL OF COMPUTER VISION