| Fast Acquisition for Quantitative MRI Maps: Sparse Recovery from Non-linear Measurements | Dec 24, 2015 | compressed sensingQuantitative MRI | —Unverified | 0 |
| Reconstruction of Enhanced Ultrasound Images From Compressed Measurements Using Simultaneous Direction Method of Multipliers | Dec 17, 2015 | compressed sensingImage Deconvolution | —Unverified | 0 |
| Compressed Dynamic Mode Decomposition for Background Modeling | Dec 14, 2015 | compressed sensingComputational Efficiency | —Unverified | 0 |
| Sparse Dynamic 3D Reconstruction From Unsynchronized Videos | Dec 1, 2015 | 3D Reconstructioncompressed sensing | —Unverified | 0 |
| Universality laws for randomized dimension reduction, with applications | Nov 30, 2015 | compressed sensingDimensionality Reduction | —Unverified | 0 |
| Sparse Recovery via Partial Regularization: Models, Theory and Algorithms | Nov 23, 2015 | compressed sensing | —Unverified | 0 |
| FRIST - Flipping and Rotation Invariant Sparsifying Transform Learning and Applications | Nov 19, 2015 | compressed sensingDenoising | —Unverified | 0 |
| Bayesian hypothesis testing for one bit compressed sensing with sensing matrix perturbation | Nov 18, 2015 | compressed sensingTwo-sample testing | —Unverified | 0 |
| Statistical physics of inference: Thresholds and algorithms | Nov 8, 2015 | Community Detectioncompressed sensing | CodeCode Available | 0 |
| Sparse approximation by greedy algorithms | Nov 5, 2015 | compressed sensing | —Unverified | 0 |
| Data-Driven Learning of a Union of Sparsifying Transforms Model for Blind Compressed Sensing | Nov 4, 2015 | compressed sensingDiversity | —Unverified | 0 |
| A Unified Theory of Confidence Regions and Testing for High Dimensional Estimating Equations | Oct 30, 2015 | compressed sensingvalid | —Unverified | 0 |
| Bregman Iteration for Correspondence Problems: A Study of Optical Flow | Oct 5, 2015 | compressed sensingDeblurring | —Unverified | 0 |
| A Bayesian Compressed Sensing Kalman Filter for Direction of Arrival Estimation | Sep 21, 2015 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Precise Phase Transition of Total Variation Minimization | Sep 15, 2015 | compressed sensingDenoising | —Unverified | 0 |
| Sequential Information Guided Sensing | Sep 1, 2015 | compressed sensing | —Unverified | 0 |
| Dictionary Learning for Blind One Bit Compressed Sensing | Aug 30, 2015 | compressed sensingDictionary Learning | —Unverified | 0 |
| Light Efficient Flutter Shutter | Aug 23, 2015 | compressed sensingDeblurring | —Unverified | 0 |
| Distributed Compressive Sensing: A Deep Learning Approach | Aug 20, 2015 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Optimized Projections for Compressed Sensing via Direct Mutual Coherence Minimization | Aug 13, 2015 | compressed sensing | —Unverified | 0 |
| Dictionary and Image Recovery from Incomplete and Random Measurements | Aug 2, 2015 | compressed sensingDictionary Learning | —Unverified | 0 |
| Making sense of randomness: an approach for fast recovery of compressively sensed signals | Jul 25, 2015 | compressed sensingDecoder | —Unverified | 0 |
| Unknown sparsity in compressed sensing: Denoising and inference | Jul 25, 2015 | compressed sensingDenoising | —Unverified | 0 |
| Determination of Nonlinear Genetic Architecture using Compressed Sensing | Jul 19, 2015 | compressed sensing | —Unverified | 0 |
| Recursive Sparse Point Process Regression with Application to Spectrotemporal Receptive Field Plasticity Analysis | Jul 16, 2015 | compressed sensingregression | —Unverified | 0 |
| Projected Wirtinger Gradient Descent for Low-Rank Hankel Matrix Completion in Spectral Compressed Sensing | Jul 14, 2015 | compressed sensingMatrix Completion | —Unverified | 0 |
| Robust Estimation of Self-Exciting Generalized Linear Models with Application to Neuronal Modeling | Jul 14, 2015 | compressed sensing | CodeCode Available | 0 |
| Compressed Sensing of Multi-Channel EEG Signals: The Simultaneous Cosparsity and Low Rank Optimization | Jun 29, 2015 | compressed sensingEEG | —Unverified | 0 |
| Enhanced Lasso Recovery on Graph | Jun 19, 2015 | compressed sensing | —Unverified | 0 |
| Sparse Proteomics Analysis - A compressed sensing-based approach for feature selection and classification of high-dimensional proteomics mass spectrometry data | Jun 11, 2015 | compressed sensingfeature selection | —Unverified | 0 |
| Optimal linear estimation under unknown nonlinear transform | May 13, 2015 | compressed sensing | —Unverified | 0 |
| Blind Compressive Sensing Framework for Collaborative Filtering | May 7, 2015 | Collaborative Filteringcompressed sensing | —Unverified | 0 |
| Deep Neural Networks with Random Gaussian Weights: A Universal Classification Strategy? | Apr 30, 2015 | compressed sensingDictionary Learning | —Unverified | 0 |
| Projected Iterative Soft-thresholding Algorithm for Tight Frames in Compressed Sensing Magnetic Resonance Imaging | Apr 29, 2015 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Nearly Optimal Deterministic Algorithm for Sparse Walsh-Hadamard Transform | Apr 28, 2015 | compressed sensing | —Unverified | 0 |
| Regularization-free estimation in trace regression with symmetric positive semidefinite matrices | Apr 23, 2015 | compressed sensingMatrix Completion | —Unverified | 0 |
| Poisson Matrix Recovery and Completion | Apr 20, 2015 | compressed sensingMatrix Completion | —Unverified | 0 |
| Compressed sensing MRI using masked DCT and DFT measurements | Mar 25, 2015 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Real-time Dynamic MRI Reconstruction using Stacked Denoising Autoencoder | Mar 22, 2015 | compressed sensingDenoising | —Unverified | 0 |
| L_1-regularized Boltzmann machine learning using majorizer minimization | Mar 11, 2015 | BIG-bench Machine Learningcompressed sensing | —Unverified | 0 |
| Robust recovery of complex exponential signals from random Gaussian projections via low rank Hankel matrix reconstruction | Mar 10, 2015 | compressed sensing | —Unverified | 0 |
| One Scan 1-Bit Compressed Sensing | Mar 8, 2015 | compressed sensing | —Unverified | 0 |
| Approximate Message Passing with Restricted Boltzmann Machine Priors | Feb 23, 2015 | compressed sensing | —Unverified | 0 |
| Projected Nesterov's Proximal-Gradient Algorithm for Sparse Signal Reconstruction with a Convex Constraint | Feb 9, 2015 | compressed sensing | —Unverified | 0 |
| Comparison of Algorithms for Compressed Sensing of Magnetic Resonance Images | Feb 7, 2015 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Generalized Inpainting Method for Hyperspectral Image Acquisition | Feb 6, 2015 | compressed sensingDemosaicking | —Unverified | 0 |
| Ring artifacts correction in compressed sensing tomographic reconstruction | Feb 5, 2015 | compressed sensing | —Unverified | 0 |
| Parallel Magnetic Resonance Imaging | Jan 25, 2015 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Efficient Blind Compressed Sensing Using Sparsifying Transforms with Convergence Guarantees and Application to MRI | Jan 13, 2015 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Quantile universal threshold: model selection at the detection edge for high-dimensional linear regression | Dec 5, 2014 | compressed sensingModel Selection | —Unverified | 0 |