| A fast nonconvex Compressed Sensing algorithm for highly low-sampled MR images reconstruction | Nov 29, 2017 | compressed sensing | —Unverified | 0 |
| Recurrent Generative Adversarial Networks for Proximal Learning and Automated Compressive Image Recovery | Nov 27, 2017 | compressed sensingDenoising | —Unverified | 0 |
| Separation-Free Super-Resolution from Compressed Measurements is Possible: an Orthonormal Atomic Norm Minimization Approach | Nov 4, 2017 | compressed sensingSuper-Resolution | —Unverified | 0 |
| An Approach to One-Bit Compressed Sensing Based on Probably Approximately Correct Learning Theory | Oct 22, 2017 | 2kcompressed sensing | —Unverified | 0 |
| Adaptive multi-penalty regularization based on a generalized Lasso path | Oct 11, 2017 | compressed sensingModel Selection | CodeCode Available | 0 |
| A Review of Convolutional Neural Networks for Inverse Problems in Imaging | Oct 11, 2017 | compressed sensingDenoising | CodeCode Available | 0 |
| Compressed Sensing, ASBSR-method of image sampling and reconstruction and the problem of digital image acquisition with the lowest possible sampling rate | Oct 10, 2017 | compressed sensingDemosaicking | —Unverified | 0 |
| DiffuserCam: Lensless Single-exposure 3D Imaging | Oct 5, 2017 | compressed sensing | —Unverified | 0 |
| Accelerating CS in Parallel Imaging Reconstructions Using an Efficient and Effective Circulant Preconditioner | Oct 4, 2017 | compressed sensing | —Unverified | 0 |
| General Phase Regularized Reconstruction using Phase Cycling | Sep 15, 2017 | compressed sensingImage Reconstruction | CodeCode Available | 0 |
| Compressed Sensing MRI Reconstruction using a Generative Adversarial Network with a Cyclic Loss | Sep 3, 2017 | compressed sensingGenerative Adversarial Network | CodeCode Available | 0 |
| Deep Learning Sparse Ternary Projections for Compressed Sensing of Images | Aug 28, 2017 | compressed sensingDeep Learning | CodeCode Available | 0 |
| Bayesian Compressive Sensing Using Normal Product Priors | Aug 24, 2017 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Optimal Errors and Phase Transitions in High-Dimensional Generalized Linear Models | Aug 10, 2017 | compressed sensingVocal Bursts Intensity Prediction | CodeCode Available | 0 |
| Cell Detection in Microscopy Images with Deep Convolutional Neural Network and Compressed Sensing | Aug 10, 2017 | Cell Detectioncompressed sensing | CodeCode Available | 0 |
| Robust Structured Estimation with Single-Index Models | Aug 1, 2017 | compressed sensing | —Unverified | 0 |
| Empirical Bayes Estimators for High-Dimensional Sparse Vectors | Jul 28, 2017 | compressed sensingVocal Bursts Intensity Prediction | —Unverified | 0 |
| Signal and Noise Statistics Oblivious Sparse Reconstruction using OMP/OLS | Jul 27, 2017 | compressed sensing | —Unverified | 0 |
| Deep Networks for Compressed Image Sensing | Jul 22, 2017 | compressed sensingImage Compression | —Unverified | 0 |
| Motion Compensated Dynamic MRI Reconstruction with Local Affine Optical Flow Estimation | Jul 22, 2017 | compressed sensingImage Reconstruction | CodeCode Available | 0 |
| (k,q)-Compressed Sensing for dMRI with Joint Spatial-Angular Sparsity Prior | Jul 21, 2017 | compressed sensing | —Unverified | 0 |
| Ideological Sublations: Resolution of Dialectic in Population-based Optimization | Jul 21, 2017 | compressed sensingEvolutionary Algorithms | —Unverified | 0 |
| Generalized notions of sparsity and restricted isometry property. Part I: A unified framework | Jun 28, 2017 | compressed sensingDimensionality Reduction | —Unverified | 0 |
| Cover Tree Compressed Sensing for Fast MR Fingerprint Recovery | Jun 23, 2017 | compressed sensingMagnetic Resonance Fingerprinting | —Unverified | 0 |
| A strong converse bound for multiple hypothesis testing, with applications to high-dimensional estimation | Jun 14, 2017 | Active Learningcompressed sensing | —Unverified | 0 |
| Image Restoration from Patch-based Compressed Sensing Measurement | Jun 2, 2017 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Hyperparameter Optimization: A Spectral Approach | Jun 2, 2017 | Bayesian Optimizationcompressed sensing | CodeCode Available | 0 |
| Deep Generative Adversarial Networks for Compressed Sensing Automates MRI | May 31, 2017 | compressed sensingDiagnostic | CodeCode Available | 0 |
| Exploiting Restricted Boltzmann Machines and Deep Belief Networks in Compressed Sensing | May 30, 2017 | compressed sensing | —Unverified | 0 |
| Unrolled Optimization with Deep Priors | May 22, 2017 | compressed sensingDeblurring | CodeCode Available | 0 |
| The Network Nullspace Property for Compressed Sensing of Big Data over Networks | May 11, 2017 | compressed sensing | —Unverified | 0 |
| Statistical learning of rational wavelet transform for natural images | May 2, 2017 | compressed sensing | —Unverified | 0 |
| Shearlet-based compressed sensing for fast 3D cardiac MR imaging using iterative reweighting | May 1, 2017 | Anatomycompressed sensing | —Unverified | 0 |
| A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction | Apr 8, 2017 | compressed sensingDictionary Learning | CodeCode Available | 0 |
| Restricted Isometry Property of Gaussian Random Projection for Finite Set of Subspaces | Apr 7, 2017 | Clusteringcompressed sensing | —Unverified | 0 |
| When is Network Lasso Accurate? | Apr 7, 2017 | compressed sensing | —Unverified | 0 |
| Learning a Variational Network for Reconstruction of Accelerated MRI Data | Apr 3, 2017 | compressed sensingImage Reconstruction | CodeCode Available | 0 |
| Multilinear compressive sensing and an application to convolutional linear networks | Mar 23, 2017 | compressed sensingCompressive Sensing | —Unverified | 0 |
| On The Projection Operator to A Three-view Cardinality Constrained Set | Mar 21, 2017 | compressed sensingfeature selection | —Unverified | 0 |
| Compressed Sensing using Generative Models | Mar 9, 2017 | compressed sensing | CodeCode Available | 1 |
| Deep artifact learning for compressed sensing and parallel MRI | Mar 3, 2017 | compressed sensing | —Unverified | 0 |
| Deep Learning with Domain Adaptation for Accelerated Projection-Reconstruction MR | Mar 3, 2017 | compressed sensingComputed Tomography (CT) | CodeCode Available | 0 |
| A Deep Cascade of Convolutional Neural Networks for MR Image Reconstruction | Mar 1, 2017 | compressed sensingDictionary Learning | CodeCode Available | 0 |
| Horseshoe Regularization for Feature Subset Selection | Feb 23, 2017 | compressed sensingUncertainty Quantification | CodeCode Available | 0 |
| Incorporation of prior knowledge of the signal behavior into the reconstruction to accelerate the acquisition of MR diffusion data | Feb 9, 2017 | compressed sensingDiffusion MRI | CodeCode Available | 0 |
| Signal Recovery from Unlabeled Samples | Jan 30, 2017 | compressed sensing | —Unverified | 0 |
| Multi-Layer Generalized Linear Estimation | Jan 24, 2017 | compressed sensing | —Unverified | 0 |
| An Asynchronous Parallel Approach to Sparse Recovery | Jan 12, 2017 | compressed sensing | —Unverified | 0 |
| Extracting Sub-Exposure Images from a Single Capture Through Fourier-based Optical Modulation | Dec 26, 2016 | compressed sensing | —Unverified | 0 |
| Deep Blind Compressed Sensing | Dec 22, 2016 | compressed sensing | —Unverified | 0 |