| 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 |
| CRDN: Cascaded Residual Dense Networks for Dynamic MR Imaging with Edge-enhanced Loss Constraint | Jan 18, 2019 | compressed sensing | —Unverified | 0 |
| Neumann Networks for Inverse Problems in Imaging | Jan 13, 2019 | compressed sensingDeblurring | CodeCode Available | 0 |
| The Use of Mutual Coherence to Prove ^1/^0-Equivalence in Classification Problems | Jan 9, 2019 | compressed sensingGeneral Classification | —Unverified | 0 |
| Uncertainty Autoencoders: Learning Compressed Representations via Variational Information Maximization | Dec 26, 2018 | compressed sensingDimensionality Reduction | —Unverified | 0 |
| Large Multistream Data Analytics for Monitoring and Diagnostics in Manufacturing Systems | Dec 26, 2018 | compressed sensingDiagnostic | —Unverified | 0 |
| Coupled Analysis Dictionary Learning to inductively learn inversion: Application to real-time reconstruction of Biomedical signals | Dec 24, 2018 | compressed sensingDenoising | —Unverified | 0 |
| Analytic heuristics for a fast DSC-MRI | Dec 11, 2018 | compressed sensing | —Unverified | 0 |
| A biconvex analysis for Lasso l1 reweighting | Dec 7, 2018 | compressed sensing | CodeCode Available | 0 |
| Expanding Holographic Embeddings for Knowledge Completion | Dec 1, 2018 | compressed sensingKnowledge Graphs | —Unverified | 0 |
| SparseCast: Hybrid Digital-Analog Wireless Image Transmission Exploiting Frequency Domain Sparsity | Nov 25, 2018 | compressed sensing | —Unverified | 0 |
| Enhanced Expressive Power and Fast Training of Neural Networks by Random Projections | Nov 22, 2018 | compressed sensingDimensionality Reduction | CodeCode Available | 0 |
| Dantzig Selector with an Approximately Optimal Denoising Matrix and its Application to Reinforcement Learning | Nov 2, 2018 | compressed sensingDenoising | —Unverified | 0 |
| Multiple Measurement Vectors Problem: A Decoupling Property and its Applications | Oct 31, 2018 | compressed sensing | —Unverified | 0 |
| MULAN: A Blind and Off-Grid Method for Multichannel Echo Retrieval | Oct 31, 2018 | compressed sensingInformation Retrieval | CodeCode Available | 0 |
| A Hybrid Frequency-domain/Image-domain Deep Network for Magnetic Resonance Image Reconstruction | Oct 30, 2018 | compressed sensingImage Reconstruction | CodeCode Available | 0 |
| Compressed Sensing Plus Motion (CS+M): A New Perspective for Improving Undersampled MR Image Reconstruction | Oct 25, 2018 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Reproducing AmbientGAN: Generative models from lossy measurements | Oct 23, 2018 | compressed sensing | CodeCode Available | 0 |
| MRI Reconstruction via Cascaded Channel-wise Attention Network | Oct 18, 2018 | compressed sensingMRI Reconstruction | CodeCode Available | 1 |
| A Survey: Non-Orthogonal Multiple Access with Compressed Sensing Multiuser Detection for mMTC | Oct 12, 2018 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Training Convolutional Neural Networks and Compressed Sensing End-to-End for Microscopy Cell Detection | Oct 7, 2018 | Cell Detectioncompressed sensing | —Unverified | 0 |
| Sequence Block based Compressed Sensing Multiuser Detection for 5G | Sep 28, 2018 | Action DetectionActivity Detection | —Unverified | 0 |
| Compressed Sensing with Adversarial Sparse Noise via L1 Regression | Sep 21, 2018 | compressed sensingregression | —Unverified | 0 |
| Enhanced 3DTV Regularization and Its Applications on Hyper-spectral Image Denoising and Compressed Sensing | Sep 18, 2018 | compressed sensingDenoising | —Unverified | 0 |
| Compressed Sensing Parallel MRI with Adaptive Shrinkage TV Regularization | Sep 18, 2018 | compressed sensing | —Unverified | 0 |
| Clinically Deployed Distributed Magnetic Resonance Imaging Reconstruction: Application to Pediatric Knee Imaging | Sep 11, 2018 | compressed sensing | —Unverified | 0 |
| TenDSuR: Tensor-Based 4D Sub-Nyquist Radar | Aug 31, 2018 | compressed sensing | —Unverified | 0 |
| The Mismatch Principle: The Generalized Lasso Under Large Model Uncertainties | Aug 20, 2018 | compressed sensingLearning Theory | —Unverified | 0 |
| Compressed Sensing Using Binary Matrices of Nearly Optimal Dimensions | Aug 9, 2018 | compressed sensingCPU | CodeCode Available | 0 |
| The Power of Complementary Regularizers: Image Recovery via Transform Learning and Low-Rank Modeling | Aug 3, 2018 | compressed sensingComputational Efficiency | —Unverified | 0 |
| Sub-Nyquist Radar Systems: Temporal, Spectral and Spatial Compression | Jul 30, 2018 | compressed sensing | —Unverified | 0 |