| Improving Robustness of Deep-Learning-Based Image Reconstruction | Feb 26, 2020 | compressed sensingDeep Learning | —Unverified | 0 |
| Multi-Carrier Agile Phased Array Radar | Feb 23, 2020 | compressed sensing | —Unverified | 0 |
| Neural Architecture Search for Compressed Sensing Magnetic Resonance Image Reconstruction | Feb 22, 2020 | compressed sensingImage Reconstruction | CodeCode Available | 1 |
| Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems | Feb 22, 2020 | compressed sensingDeep Reinforcement Learning | CodeCode Available | 1 |
| Unsupervised Deep Basis Pursuit: Learning inverse problems without ground-truth data | Feb 14, 2020 | compressed sensing | CodeCode Available | 1 |
| Utilizing the Wavelet Transform's Structure in Compressed Sensing | Feb 11, 2020 | compressed sensingDenoising | —Unverified | 0 |
| Free-breathing Cardiovascular MRI Using a Plug-and-Play Method with Learned Denoiser | Feb 8, 2020 | compressed sensingDenoising | —Unverified | 0 |
| Overfitting Can Be Harmless for Basis Pursuit, But Only to a Degree | Feb 2, 2020 | compressed sensingregression | CodeCode Available | 0 |
| Centralized and distributed online learning for sparse time-varying optimization | Jan 31, 2020 | compressed sensing | CodeCode Available | 0 |
| Sub-Gaussian Matrices on Sets: Optimal Tail Dependence and Applications | Jan 28, 2020 | compressed sensing | —Unverified | 0 |
| Crowd Scene Analysis by Output Encoding | Jan 27, 2020 | compressed sensingregression | —Unverified | 0 |
| Compressive MRI quantification using convex spatiotemporal priors and deep auto-encoders | Jan 23, 2020 | compressed sensingPhysical Simulations | CodeCode Available | 1 |
| The gap between theory and practice in function approximation with deep neural networks | Jan 16, 2020 | compressed sensingComputational Efficiency | CodeCode Available | 1 |
| System Energy-Efficient Hybrid Beamforming for mmWave Multi-user Systems | Jan 15, 2020 | compressed sensingForm | CodeCode Available | 1 |
| Gaussian Approximation of Quantization Error for Estimation from Compressed Data | Jan 9, 2020 | compressed sensingQuantization | —Unverified | 0 |
| Fast and robust multiplane single molecule localization microscopy using deep neural network | Jan 7, 2020 | compressed sensing | —Unverified | 0 |
| On the Power of Compressed Sensing with Generative Models | Jan 1, 2020 | compressed sensing | —Unverified | 0 |
| On the Power of Compressed Sensing with Generative Models | Jan 1, 2020 | compressed sensing | —Unverified | 0 |
| Sub-linear Memory Sketches for Near Neighbor Search on Streaming Data with RACE | Jan 1, 2020 | compressed sensingDensity Estimation | —Unverified | 0 |
| Self-Supervised Learning of Physics-Guided Reconstruction Neural Networks without Fully-Sampled Reference Data | Dec 16, 2019 | compressed sensingMRI Reconstruction | CodeCode Available | 0 |
| Compressed Sensing for Reconstructing Coherent Multidimensional Spectra | Dec 14, 2019 | compressed sensing | —Unverified | 0 |
| Adaptive-CS-Net: FastMRI with Adaptive Intelligence | Dec 13, 2019 | compressed sensing | —Unverified | 0 |
| Impulse Denoising From Hyper-Spectral Images: A Blind Compressed Sensing Approach | Dec 11, 2019 | compressed sensingDenoising | —Unverified | 0 |
| Semi-supervised Stacked Label Consistent Autoencoder for Reconstruction and Analysis of Biomedical Signals | Dec 11, 2019 | Classificationcompressed sensing | —Unverified | 0 |
| RODEO: Robust DE-aliasing autoencOder for Real-time Medical Image Reconstruction | Dec 11, 2019 | compressed sensingDe-aliasing | —Unverified | 0 |
| Multi-echo Reconstruction from Partial K-space Scans via Adaptively Learnt Basis | Dec 11, 2019 | compressed sensingDictionary Learning | —Unverified | 0 |
| Reconstructing Multi-echo Magnetic Resonance Images via Structured Deep Dictionary Learning | Dec 10, 2019 | compressed sensingDictionary Learning | —Unverified | 0 |
| Exploiting Model Sparsity in Adaptive MPC: A Compressed Sensing Viewpoint | Dec 9, 2019 | compressed sensingDenoising | —Unverified | 0 |
| Lower Bounds for Compressed Sensing with Generative Models | Dec 6, 2019 | 2kcompressed sensing | —Unverified | 0 |
| Exact asymptotics for phase retrieval and compressed sensing with random generative priors | Dec 4, 2019 | compressed sensingRetrieval | —Unverified | 0 |
| Offset Sampling Improves Deep Learning based Accelerated MRI Reconstructions by Exploiting Symmetry | Dec 2, 2019 | compressed sensing | CodeCode Available | 0 |
| DeepFPC: Deep Unfolding of a Fixed-Point Continuation Algorithm for Sparse Signal Recovery from Quantized Measurements | Dec 2, 2019 | compressed sensing | —Unverified | 0 |
| Sample Complexity of Learning Mixture of Sparse Linear Regressions | Dec 1, 2019 | compressed sensingOpen-Ended Question Answering | —Unverified | 0 |
| Cascaded Dilated Dense Network with Two-step Data Consistency for MRI Reconstruction | Dec 1, 2019 | compressed sensingMRI Reconstruction | CodeCode Available | 0 |
| Nonconvex Nonsmooth Low-Rank Minimization for Generalized Image Compressed Sensing via Group Sparse Representation | Nov 18, 2019 | compressed sensingCompressive Sensing | —Unverified | 0 |
| Accelerating cardiac cine MRI using a deep learning-based ESPIRiT reconstruction | Nov 13, 2019 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Deep learning-based beam alignment in mmWave vehicular networks | Nov 12, 2019 | compressed sensingDeep Learning | —Unverified | 0 |
| J-MoDL: Joint Model-Based Deep Learning for Optimized Sampling and Reconstruction | Nov 6, 2019 | compressed sensingDeep Learning | CodeCode Available | 0 |
| An Approximate Message Passing Algorithm for Rapid Parameter-Free Compressed Sensing MRI | Nov 4, 2019 | compressed sensing | CodeCode Available | 0 |
| Iterative Algorithm for Discrete Structure Recovery | Nov 4, 2019 | Clusteringcompressed sensing | —Unverified | 0 |
| Sample Complexity of Learning Mixtures of Sparse Linear Regressions | Oct 30, 2019 | compressed sensingOpen-Ended Question Answering | —Unverified | 0 |
| Converged Deep Framework Assembling Principled Modules for CS-MRI | Oct 29, 2019 | compressed sensing | —Unverified | 0 |
| GrappaNet: Combining Parallel Imaging with Deep Learning for Multi-Coil MRI Reconstruction | Oct 27, 2019 | compressed sensingMRI Reconstruction | —Unverified | 0 |
| Compressed Sensing with Probability-based Prior Information | Oct 27, 2019 | compressed sensing | —Unverified | 0 |
| Structured Low-Rank Algorithms: Theory, MR Applications, and Links to Machine Learning | Oct 27, 2019 | BIG-bench Machine Learningcompressed sensing | CodeCode Available | 0 |
| Low Shot Learning with Untrained Neural Networks for Imaging Inverse Problems | Oct 23, 2019 | Colorizationcompressed sensing | —Unverified | 0 |
| Deep Learning Supersampled Scanning Transmission Electron Microscopy | Oct 23, 2019 | compressed sensingDeep Learning | CodeCode Available | 0 |
| Variance State Propagation for Structured Sparse Bayesian Learning | Oct 16, 2019 | compressed sensing | —Unverified | 0 |
| On Dimension-free Tail Inequalities for Sums of Random Matrices and Applications | Oct 8, 2019 | compressed sensing | —Unverified | 0 |
| Compressed Sensing Microscopy with Scanning Line Probes | Sep 26, 2019 | compressed sensing | —Unverified | 0 |