| Adaptive Hierarchical Sensing for the Efficient Sampling of Sparse and Compressible Signals | Jul 14, 2018 | compressed sensing | —Unverified | 0 |
| A Unified Framework for Sparse Relaxed Regularized Regression: SR3 | Jul 14, 2018 | compressed sensingComputational Efficiency | —Unverified | 0 |
| Make _1 Regularization Effective in Training Sparse CNN | Jul 11, 2018 | compressed sensing | —Unverified | 0 |
| Modeling Sparse Deviations for Compressed Sensing using Generative Models | Jul 4, 2018 | compressed sensing | CodeCode Available | 0 |
| Fast Fourier-Based Generation of the Compression Matrix for Deterministic Compressed Sensing | Jul 1, 2018 | compressed sensingData Compression | —Unverified | 0 |
| Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction | Jun 28, 2018 | compressed sensingMRI Reconstruction | CodeCode Available | 0 |
| Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling | Jun 26, 2018 | compressed sensingDecoder | CodeCode Available | 0 |
| Are good local minima wide in sparse recovery? | Jun 21, 2018 | compressed sensing | —Unverified | 0 |
| Algorithms for the Construction of Incoherent Frames Under Various Design Constraints | Jun 20, 2018 | compressed sensing | CodeCode Available | 0 |
| Deep neural network based sparse measurement matrix for image compressed sensing | Jun 19, 2018 | compressed sensingImage Compressed Sensing | CodeCode Available | 0 |
| Compressed Sensing with Deep Image Prior and Learned Regularization | Jun 17, 2018 | compressed sensing | CodeCode Available | 0 |
| 1-bit Localization Scheme for Radar using Dithered Quantized Compressed Sensing | Jun 15, 2018 | compressed sensingQuantization | —Unverified | 0 |
| Novel Light Weight Compressed Data Aggregation Using Sparse Measurements for IoT Networks | Jun 13, 2018 | compressed sensing | —Unverified | 0 |
| Efficient and Scalable Batch Bayesian Optimization Using K-Means | Jun 4, 2018 | Bayesian Optimizationcompressed sensing | —Unverified | 0 |
| Neural Proximal Gradient Descent for Compressive Imaging | Jun 1, 2018 | compressed sensing | CodeCode Available | 0 |
| Compressed Sensing ECG using Restricted Boltzmann Machines | May 30, 2018 | compressed sensing | —Unverified | 0 |
| Statistical mechanical analysis of sparse linear regression as a variable selection problem | May 29, 2018 | compressed sensingregression | —Unverified | 0 |
| Unsupervised Learning with Stein's Unbiased Risk Estimator | May 26, 2018 | Astronomycompressed sensing | CodeCode Available | 0 |
| Compressed Sensing of Scanning Transmission Electron Microscopy (STEM) on Non-Rectangular Scans | May 13, 2018 | compressed sensing | CodeCode Available | 0 |
| k-Space Deep Learning for Accelerated MRI | May 10, 2018 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Joint CS-MRI Reconstruction and Segmentation with a Unified Deep Network | May 6, 2018 | compressed sensingDecoder | —Unverified | 0 |
| A refined convergence analysis of pDCA_e with applications to simultaneous sparse recovery and outlier detection | Apr 19, 2018 | compressed sensingCPU | —Unverified | 0 |
| An efficient deep convolutional laplacian pyramid architecture for CS reconstruction at low sampling ratios | Apr 13, 2018 | Blockingcompressed sensing | CodeCode Available | 0 |
| Off-Grid DOA Estimation Using Sparse Bayesian Learning in MIMO Radar With Unknown Mutual Coupling | Apr 12, 2018 | compressed sensing | —Unverified | 0 |
| A Deep Information Sharing Network for Multi-contrast Compressed Sensing MRI Reconstruction | Apr 10, 2018 | compressed sensingMedical Image Analysis | —Unverified | 0 |
| A Segmentation-aware Deep Fusion Network for Compressed Sensing MRI | Apr 4, 2018 | Brain Segmentationcompressed sensing | —Unverified | 0 |
| A Compressed Sensing Approach for Distribution Matching | Apr 2, 2018 | Bayesian Inferencecompressed sensing | —Unverified | 0 |
| Deep Residual Learning for Accelerated MRI using Magnitude and Phase Networks | Apr 2, 2018 | compressed sensing | —Unverified | 0 |
| Copula Variational Bayes inference via information geometry | Mar 29, 2018 | Clusteringcompressed sensing | CodeCode Available | 0 |
| A Divide-and-Conquer Approach to Compressed Sensing MRI | Mar 27, 2018 | compressed sensing | —Unverified | 0 |
| SUNLayer: Stable denoising with generative networks | Mar 25, 2018 | compressed sensingDenoising | —Unverified | 0 |
| A Deep Error Correction Network for Compressed Sensing MRI | Mar 23, 2018 | compressed sensingDiagnostic | —Unverified | 0 |
| Deep Convolutional Compressed Sensing for LiDAR Depth Completion | Mar 23, 2018 | compressed sensingDepth Completion | —Unverified | 0 |
| Real-time Cardiovascular MR with Spatio-temporal Artifact Suppression using Deep Learning - Proof of Concept in Congenital Heart Disease | Mar 14, 2018 | compressed sensingDe-aliasing | —Unverified | 0 |
| Model-Based Photoacoustic Image Reconstruction using Compressed Sensing and Smoothed L0 Norm | Feb 26, 2018 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Low Intensity LiDAR using Compressed Sensing and a Photon Number Resolving Detector | Feb 22, 2018 | compressed sensingSensitivity | —Unverified | 0 |
| Joint Estimation of Room Geometry and Modes with Compressed Sensing | Feb 16, 2018 | compressed sensingRoom Impulse Response (RIR) | —Unverified | 0 |
| Multispectral Compressive Imaging Strategies using Fabry-Pérot Filtered Sensors | Feb 6, 2018 | compressed sensingSuper-Resolution | —Unverified | 0 |
| Task-Aware Compressed Sensing with Generative Adversarial Networks | Feb 5, 2018 | compressed sensing | CodeCode Available | 0 |
| Rigorous Restricted Isometry Property of Low-Dimensional Subspaces | Jan 30, 2018 | compressed sensingDimensionality Reduction | —Unverified | 0 |
| Fast binary embeddings, and quantized compressed sensing with structured matrices | Jan 26, 2018 | compressed sensingQuantization | —Unverified | 0 |
| Image Acquisition System Using On Sensor Compressed Sampling Technique | Jan 11, 2018 | compressed sensingDecoder | —Unverified | 0 |
| Accelerated Cardiac Diffusion Tensor Imaging Using Joint Low-Rank and Sparsity Constraints | Jan 10, 2018 | compressed sensing | —Unverified | 0 |
| Indian Regional Movie Dataset for Recommender Systems | Jan 7, 2018 | Collaborative Filteringcompressed sensing | CodeCode Available | 0 |
| A Compressed Sensing View of Unsupervised Text Embeddings, Bag-of-n-Grams, and LSTMs | Jan 1, 2018 | compressed sensing | CodeCode Available | 0 |
| Atomic radius and charge parameter uncertainty in biomolecular solvation energy calculations | Dec 22, 2017 | compressed sensing | —Unverified | 0 |
| Efficient B-mode Ultrasound Image Reconstruction from Sub-sampled RF Data using Deep Learning | Dec 17, 2017 | compressed sensingDiagnostic | CodeCode Available | 0 |
| Multidimensional Data Tensor Sensing for RF Tomographic Imaging | Dec 13, 2017 | compressed sensing | —Unverified | 0 |
| On Blackbox Backpropagation and Jacobian Sensing | Dec 1, 2017 | compressed sensing | —Unverified | 0 |
| Partial Hard Thresholding: Towards A Principled Analysis of Support Recovery | Dec 1, 2017 | compressed sensing | —Unverified | 0 |