Image Restoration via Simultaneous Sparse Coding: Where Structured Sparsity Meets Gaussian Scale Mixture

Universal Regularizers for Robust Sparse Coding and Modeling

(2012) Ignacio Ramirez et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Nonlocally Centralized Sparse Representation for Image Restoration

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

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

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

BM3D Frames and Variational Image Deblurring

(2011) A. Danielyan et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Solving Inverse Problems With Piecewise Linear Estimators: From Gaussian Mixture Models to Structured Sparsity

(2011) Guoshen Yu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Nonparametric Bayesian Dictionary Learning for Analysis of Noisy and Incomplete Images

(2011) Mingyuan Zhou et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Latent Variable Bayesian Models for Promoting Sparsity

(2011) David P. Wipf et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Image Super-Resolution Via Sparse Representation

(2010) Jianchao Yang et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Fast Gradient-Based Algorithms for Constrained Total Variation Image Denoising and Deblurring Problems

(2009) A. Beck et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Modeling Multiscale Subbands of Photographic Images with Fields of Gaussian Scale Mixtures

(2009) Siwei Lyu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Recovering Sparse Signals With a Certain Family of Nonconvex Penalties and DC Programming

(2009) G. Gasso et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

From Local Kernel to Nonlocal Multiple-Model Image Denoising

(2009) Vladimir Katkovnik et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Bayesian Compressive Sensing

(2008) Shihao Ji et al.   IEEE TRANSACTIONS ON SIGNAL PROCESSING

Enhancing Sparsity by Reweighted ℓ 1 Minimization

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

Image Super-Resolution by TV-Regularization and Bregman Iteration

(2008) Antonio Marquina et al.   JOURNAL OF SCIENTIFIC COMPUTING

Learning Multiscale Sparse Representations for Image and Video Restoration

(2008) Julien Mairal et al.   MULTISCALE MODELING & SIMULATION