| Accelerated Sparse Recovery Under Structured Measurements | May 1, 2019 | compressed sensingComputational Efficiency | —Unverified | 0 |
| Source Coding Based Millimeter-Wave Channel Estimation with Deep Learning Based Decoding | Apr 30, 2019 | compressed sensing | CodeCode Available | 0 |
| One-dimensional Deep Image Prior for Time Series Inverse Problems | Apr 18, 2019 | compressed sensingDenoising | —Unverified | 0 |
| Process of image super-resolution | Apr 17, 2019 | compressed sensingImage Super-Resolution | —Unverified | 0 |
| Restricted Isometry Property under High Correlations | Apr 11, 2019 | compressed sensingDimensionality Reduction | —Unverified | 0 |
| Compressed sensing reconstruction using Expectation Propagation | Apr 10, 2019 | Bayesian Inferencecompressed sensing | —Unverified | 0 |
| Sampling Limits for Electron Tomography with Sparsity-exploiting Reconstructions | Apr 4, 2019 | compressed sensingElectron Tomography | —Unverified | 0 |
| Deep Learning Methods for Parallel Magnetic Resonance Image Reconstruction | Apr 1, 2019 | BIG-bench Machine Learningcompressed sensing | —Unverified | 0 |
| Spatio-Temporal Deep Learning-Based Undersampling Artefact Reduction for 2D Radial Cine MRI with Limited Data | Apr 1, 2019 | compressed sensingData Augmentation | CodeCode Available | 0 |
| Entropy-Based Learning of Sensing Matrices | Mar 29, 2019 | compressed sensing | —Unverified | 0 |
| Transform Learning for Magnetic Resonance Image Reconstruction: From Model-based Learning to Building Neural Networks | Mar 25, 2019 | Clusteringcompressed sensing | —Unverified | 0 |
| Fast and accurate reconstruction of HARDI using a 1D encoder-decoder convolutional network | Mar 21, 2019 | compressed sensingDecoder | —Unverified | 0 |
| Convolutional Sparse Coding for Compressed Sensing CT Reconstruction | Mar 20, 2019 | compressed sensingComputed Tomography (CT) | —Unverified | 0 |
| Compressed Sensing: From Research to Clinical Practice with Data-Driven Learning | Mar 19, 2019 | compressed sensingDiagnostic | CodeCode Available | 0 |
| Linearly Constrained Smoothing Group Sparsity Solvers in Off-grid Model | Mar 17, 2019 | compressed sensing | —Unverified | 0 |
| From Complexity to Simplicity: Adaptive ES-Active Subspaces for Blackbox Optimization | Mar 7, 2019 | compressed sensingMulti-Armed Bandits | CodeCode Available | 0 |
| GAN-based Projector for Faster Recovery with Convergence Guarantees in Linear Inverse Problems | Feb 26, 2019 | compressed sensingGenerative Adversarial Network | —Unverified | 0 |
| Bayesian Convolutional Neural Networks for Compressed Sensing Restoration | Feb 24, 2019 | Bayesian Inferencecompressed sensing | CodeCode Available | 0 |
| Compressed ghost edge imaging | Feb 22, 2019 | compressed sensingEdge Detection | —Unverified | 0 |
| Perfect reconstruction of sparse signals with piecewise continuous nonconvex penalties and nonconvexity control | Feb 20, 2019 | compressed sensing | —Unverified | 0 |
| Sub-linear Memory Sketches for Near Neighbor Search on Streaming Data | Feb 18, 2019 | compressed sensingDensity Estimation | —Unverified | 0 |
| SEGAN: Structure-Enhanced Generative Adversarial Network for Compressed Sensing MRI Reconstruction | Feb 18, 2019 | compressed sensingGenerative Adversarial Network | —Unverified | 0 |
| Scalable Learning-Based Sampling Optimization for Compressive Dynamic MRI | Feb 1, 2019 | compressed sensing | CodeCode Available | 0 |
| Semi-supervised Learning in Network-Structured Data via Total Variation Minimization | Jan 28, 2019 | Clusteringcompressed sensing | —Unverified | 0 |
| Removing Stripes, Scratches, and Curtaining with Non-Recoverable Compressed Sensing | Jan 23, 2019 | compressed sensing | —Unverified | 0 |
