Weighted Nuclear Norm Minimization and Its Applications to Low Level Vision

Compressive Sensing via Nonlocal Low-Rank Regularization

(2014) Weisheng Dong et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Linearized alternating direction method with parallel splitting and adaptive penalty for separable convex programs in machine learning

(2014) Zhouchen Lin et al.   MACHINE LEARNING

Nonlocal Image Restoration With Bilateral Variance Estimation: A Low-Rank Approach

(2012) Weisheng Dong et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

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

Sparse Bayesian Methods for Low-Rank Matrix Estimation

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

Nonconvex Splitting for Regularized Low-Rank + Sparse Decomposition

(2012) R. Chartrand   IEEE TRANSACTIONS ON SIGNAL PROCESSING

TILT: Transform Invariant Low-Rank Textures

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

An iterative algorithm for fitting nonconvex penalized generalized linear models with grouped predictors

(2011) Yiyuan She   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Bayesian Robust Principal Component Analysis

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

A Variational Framework for Exemplar-Based Image Inpainting

(2011) Pablo Arias et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Robust principal component analysis?

(2011) Emmanuel J. Candès et al.   JOURNAL OF THE ACM

A Singular Value Thresholding Algorithm for Matrix Completion

(2010) Jian-Feng Cai et al.   SIAM JOURNAL ON OPTIMIZATION

Exact Matrix Completion via Convex Optimization

(2009) Emmanuel J. Candès et al.   FOUNDATIONS OF COMPUTATIONAL MATHEMATICS

Fields of Experts

(2009) Stefan Roth et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Algorithms and software for total variation image reconstruction via first-order methods

(2009) Joachim Dahl et al.   NUMERICAL ALGORITHMS

Principal Component Analysis Based on L1-Norm Maximization

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

Enhancing Sparsity by Reweighted ℓ 1 Minimization

(2008) Emmanuel J. Candès et al.   JOURNAL OF FOURIER ANALYSIS AND APPLICATIONS