| Publication | Date of Publication | Type |
|---|
| Image Denoising: The Deep Learning Revolution and Beyond—A Survey Paper | 2023-10-25 | Paper |
| Variations on the Convolutional Sparse Coding Model | 2022-09-23 | Paper |
| Unsupervised Single Image Dehazing Using Dark Channel Prior Loss | 2022-09-16 | Paper |
| Multi-Layer Sparse Coding: The Holistic Way | 2022-02-03 | Paper |
| Regularization by Denoising via Fixed-Point Projection (RED-PRO) | 2021-11-19 | Paper |
| Theoretical guarantees for graph sparse coding | 2020-06-30 | Paper |
| Adversarial noise attacks of deep learning architectures: stability analysis via sparse-modeled signals | 2020-04-23 | Paper |
| Unified Single-Image and Video Super-Resolution via Denoising Algorithms | 2019-10-28 | Paper |
| MMSE Approximation For Sparse Coding Algorithms Using Stochastic Resonance | 2019-10-28 | Paper |
| Finding GEMS: Multi-Scale Dictionaries For High-Dimensional Graph Signals | 2019-03-29 | Paper |
| Multi-Layer Convolutional Sparse Modeling: Pursuit and Dictionary Learning | 2019-02-12 | Paper |
| Restoration by Compression | 2019-02-12 | Paper |
| Working Locally Thinking Globally: Theoretical Guarantees for Convolutional Sparse Coding | 2019-02-08 | Paper |
| Trainlets: Dictionary Learning in High Dimensions | 2019-02-07 | Paper |
| Example-Based Image Synthesis via Randomized Patch-Matching | 2019-02-06 | Paper |
| Optimized Pre-Compensating Compression | 2019-02-06 | Paper |
| Style Transfer Via Texture Synthesis | 2019-02-05 | Paper |
| Multi-Scale Patch-Based Image Restoration | 2019-02-04 | Paper |
| Postprocessing of Compressed Images via Sequential Denoising | 2019-02-04 | Paper |
| Con-Patch: When a Patch Meets Its Context | 2019-02-04 | Paper |
| The Little Engine that Could: Regularization by Denoising (RED) | 2018-10-17 | Paper |
| Analysis K-SVD: A Dictionary-Learning Algorithm for the Analysis Sparse Model | 2018-08-22 | Paper |
| Dictionary Learning for Analysis-Synthesis Thresholding | 2018-08-22 | Paper |
| On MMSE and MAP Denoising Under Sparse Representation Modeling Over a Unitary Dictionary | 2018-07-18 | Paper |
| Generalized Tree-Based Wavelet Transform | 2018-07-18 | Paper |
| RIP-Based Near-Oracle Performance Guarantees for SP, CoSaMP, and IHT | 2018-07-18 | Paper |
| Exploiting Statistical Dependencies in Sparse Representations for Signal Recovery | 2018-07-18 | Paper |
| Closed-Form MMSE Estimation for Signal Denoising Under Sparse Representation Modeling Over a Unitary Dictionary | 2018-07-09 | Paper |
| Coherence-Based Performance Guarantees for Estimating a Sparse Vector Under Random Noise | 2018-07-09 | Paper |
| Double Sparsity: Learning Sparse Dictionaries for Sparse Signal Approximation | 2018-07-09 | Paper |
| Optimized Projections for Compressed Sensing | 2018-06-27 | Paper |
| Cross-Modal Localization via Sparsity | 2018-06-12 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4636996 | 2018-04-17 | Paper |
| A Statistical Prediction Model Based on Sparse Representations for Single Image Super-Resolution | 2017-11-20 | Paper |
| Patch-Ordering-Based Wavelet Frame and Its Use in Inverse Problems | 2017-11-20 | Paper |
| Single Image Interpolation Via Adaptive Nonlocal Sparsity-Based Modeling | 2017-11-20 | Paper |
| Sparsity-Based Poisson Denoising With Dictionary Learning | 2017-11-20 | Paper |
| $rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation | 2017-10-30 | Paper |
| Image Processing Using Smooth Ordering of its Patches | 2017-10-27 | Paper |
| Image Sequence Denoising via Sparse and Redundant Representations | 2017-10-09 | Paper |
| Generalizing the Nonlocal-Means to Super-Resolution Reconstruction | 2017-10-09 | Paper |
| Super Resolution With Probabilistic Motion Estimation | 2017-10-09 | Paper |
| Super-Resolution Without Explicit Subpixel Motion Estimation | 2017-10-09 | Paper |
| Shape from Moments—An Estimation Theory Perspective | 2017-09-08 | Paper |
| A Plurality of Sparse Representations Is Better Than the Sparsest One Alone | 2017-08-08 | Paper |
| Performance Guarantees of the Thresholding Algorithm for the Cosparse Analysis Model | 2017-06-08 | Paper |
| The Little Engine that Could: Regularization by Denoising (RED) | 2016-11-09 | Paper |
| Patch Ordering as a Regularization for Inverse Problems in Image Processing | 2016-03-31 | Paper |
| Sparsity Based Methods for Overparameterized Variational Problems | 2015-11-25 | Paper |
| Boosting of Image Denoising Algorithms | 2015-10-13 | Paper |
| https://portal.mardi4nfdi.de/entity/Q2939783 | 2015-01-22 | Paper |
| On Single Image Scale-Up Using Sparse-Representations | 2012-01-13 | Paper |
| The projected GSURE for automatic parameter tuning in iterative shrinkage methods | 2011-05-03 | Paper |
| Sparse and Redundant Representations | 2010-08-10 | Paper |
| Sparse and Redundant Modeling of Image Content Using an Image-Signature-Dictionary | 2009-10-19 | Paper |
| Analysis of basis pursuit via capacity sets | 2009-10-14 | Paper |
| Prologue to sparsity issue | 2009-10-14 | Paper |
| On the stability of the basis pursuit in the presence of noise | 2009-07-01 | Paper |
| Learning Multiscale Sparse Representations for Image and Video Restoration | 2009-03-24 | Paper |
| From Sparse Solutions of Systems of Equations to Sparse Modeling of Signals and Images | 2009-03-16 | Paper |
| On the Uniqueness of Nonnegative Sparse Solutions to Underdetermined Systems of Equations | 2009-02-24 | Paper |
| Down-scaling for better transform compression | 2008-12-21 | Paper |
| Image decomposition via the combination of sparse representations and a variational approach | 2008-12-21 | Paper |
| Stable recovery of sparse overcomplete representations in the presence of noise | 2008-12-21 | Paper |
| Why Simple Shrinkage Is Still Relevant for Redundant Representations? | 2008-12-21 | Paper |
| Coordinate and subspace optimization methods for linear least squares with non-quadratic regularization | 2008-01-08 | Paper |
| On Lebesgue-type inequalities for greedy approximation | 2007-08-27 | Paper |
| Example-based single document image super-resolution: a global MAP approach with outlier rejection | 2007-08-17 | Paper |
| Analysis versus synthesis in signal priors | 2007-07-02 | Paper |
| Sparse representations are most likely to be the sparsest possible | 2007-03-19 | Paper |
| Fast and accurate polar Fourier transform | 2006-10-31 | Paper |
| On the uniqueness of overcomplete dictionaries, and a practical way to retrieve them | 2006-08-04 | Paper |
| The Generalized Eigenvalue Problem for Nonsquare Pencils Using a Minimal Perturbation Approach | 2006-05-31 | Paper |
| Simultaneous cartoon and texture image inpainting using morphological component analysis (MCA) | 2006-01-10 | Paper |
| Scale Space and PDE Methods in Computer Vision | 2005-11-10 | Paper |
| Bias minimizing filters for gradient-based motion estimation | 2005-11-07 | Paper |
| Optimally sparse representation in general (nonorthogonal) dictionaries via ℓ 1 minimization | 2005-07-19 | Paper |
| A generalized uncertainty principle and sparse representation in pairs of bases | 2005-05-11 | Paper |
| A fast super-resolution reconstruction algorithm for pure translational motion and common space-invariant blur | 2003-10-15 | Paper |
| A variational framework for retinex | 2003-03-25 | Paper |
| Rejection based classifier for face detection | 2003-02-11 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4551306 | 2002-09-05 | Paper |
| https://portal.mardi4nfdi.de/entity/Q4531815 | 2002-05-23 | Paper |
