| IFR-Net: Iterative Feature Refinement Network for Compressed Sensing MRI | Sep 24, 2019 | compressed sensingCompressive Sensing | CodeCode Available | 0 |
| Gridless Angular Domain Channel Estimation for mmWave Massive MIMO System With One-Bit Quantization Via Approximate Message Passing | Sep 23, 2019 | compressed sensingQuantization | —Unverified | 0 |
| A Guaranteed Convergence Analysis for the Projected Fast Iterative Soft-Thresholding Algorithm in Parallel MRI | Sep 17, 2019 | compressed sensingOpen-Ended Question Answering | —Unverified | 0 |
| Robust One-Bit Recovery via ReLU Generative Networks: Improved Statistical Rate and Global Landscape Analysis | Sep 14, 2019 | compressed sensing | —Unverified | 0 |
| Compressed Sensing and Overparametrized Networks: Overfitting Peaks in a Model of Misparametrized Sparse Regression in the Interpolation Limit | Sep 14, 2019 | compressed sensingregression | —Unverified | 0 |
| Auto-encoders for compressed sensing | Sep 14, 2019 | compressed sensing | —Unverified | 0 |
| Precise asymptotics for phase retrieval and compressed sensing with random generative priors | Sep 14, 2019 | compressed sensingRetrieval | —Unverified | 0 |
| Learning to Recover Sparse Signals | Sep 14, 2019 | compressed sensingreinforcement-learning | —Unverified | 0 |
| Recovery of Future Data via Convolution Nuclear Norm Minimization | Sep 6, 2019 | compressed sensingTime Series | CodeCode Available | 0 |
| MRI Reconstruction Using Deep Bayesian Estimation | Sep 3, 2019 | compressed sensingDeep Learning | CodeCode Available | 1 |
| DeepHoyer: Learning Sparser Neural Network with Differentiable Scale-Invariant Sparsity Measures | Aug 27, 2019 | compressed sensingEfficient Neural Network | CodeCode Available | 0 |
| Greedy Algorithms for Hybrid Compressed Sensing | Aug 18, 2019 | compressed sensing | CodeCode Available | 0 |
| Learning Sub-Sampling and Signal Recovery with Applications in Ultrasound Imaging | Aug 15, 2019 | compressed sensingDiagnostic | —Unverified | 0 |
| Robust One-Bit Recovery via ReLU Generative Networks: Near-Optimal Statistical Rate and Global Landscape Analysis | Aug 14, 2019 | compressed sensing | —Unverified | 0 |
| Efficient Structurally-Strengthened Generative Adversarial Network for MRI Reconstruction | Aug 11, 2019 | compressed sensingDecoder | —Unverified | 0 |
| Model Learning: Primal Dual Networks for Fast MR imaging | Aug 7, 2019 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Restoration of Non-rigidly Distorted Underwater Images using a Combination of Compressive Sensing and Local Polynomial Image Representations | Aug 6, 2019 | compressed sensingCompressive Sensing | CodeCode Available | 1 |
| Deep-learning-based Optimization of the Under-sampling Pattern in MRI | Jul 26, 2019 | Anatomycompressed sensing | CodeCode Available | 0 |
| Quantum Compressed Sensing with Unsupervised Tensor-Network Machine Learning | Jul 24, 2019 | BIG-bench Machine Learningcompressed sensing | —Unverified | 0 |
| Surfing: Iterative optimization over incrementally trained deep networks | Jul 19, 2019 | compressed sensing | CodeCode Available | 0 |
| VS-Net: Variable splitting network for accelerated parallel MRI reconstruction | Jul 19, 2019 | compressed sensingDeep Learning | CodeCode Available | 0 |
| Stability selection enables robust learning of partial differential equations from limited noisy data | Jul 17, 2019 | compressed sensingModel Selection | CodeCode Available | 0 |
| Approximate Message Passing for Indoor THz Channel Estimation | Jul 11, 2019 | compressed sensing | —Unverified | 0 |
| Message passing-based link configuration in short range millimeter wave systems | Jul 11, 2019 | compressed sensing | —Unverified | 0 |
| A Coded Compressed Sensing Scheme for Uncoordinated Multiple Access | Jun 25, 2019 | compressed sensing | —Unverified | 0 |
| Deep Learning of Compressed Sensing Operators with Structural Similarity Loss | Jun 25, 2019 | compressed sensingDeep Learning | —Unverified | 0 |
| Learning the Sampling Pattern for MRI | Jun 20, 2019 | compressed sensingSSIM | CodeCode Available | 0 |
| Error Correcting Algorithms for Sparsely Correlated Regressors | Jun 17, 2019 | compressed sensingregression | —Unverified | 0 |
| Back-Projection based Fidelity Term for Ill-Posed Linear Inverse Problems | Jun 16, 2019 | compressed sensingDeblurring | CodeCode Available | 0 |
| Optimization methods for MR image reconstruction (long version) | Jun 13, 2019 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Image-Adaptive GAN based Reconstruction | Jun 12, 2019 | compressed sensingImage Super-Resolution | CodeCode Available | 0 |
| Compressed Sensing MRI via a Multi-scale Dilated Residual Convolution Network | Jun 11, 2019 | compressed sensingMRI Reconstruction | —Unverified | 0 |
| Scalable Convolutional Neural Network for Image Compressed Sensing | Jun 1, 2019 | compressed sensingDecoder | CodeCode Available | 0 |
| Partial Scanning Transmission Electron Microscopy with Deep Learning | May 31, 2019 | compressed sensingDeep Learning | CodeCode Available | 0 |
| Data-driven Algorithm Selection and Parameter Tuning: Two Case studies in Optimization and Signal Processing | May 31, 2019 | BIG-bench Machine Learningcompressed sensing | —Unverified | 0 |
| Video from Stills: Lensless Imaging with Rolling Shutter | May 30, 2019 | compressed sensing | CodeCode Available | 1 |
| Recovery of binary sparse signals from compressed linear measurements via polynomial optimization | May 30, 2019 | compressed sensing | —Unverified | 0 |
| Generative Imaging and Image Processing via Generative Encoder | May 23, 2019 | compressed sensingDeblurring | —Unverified | 0 |
| Action Assembly: Sparse Imitation Learning for Text Based Games with Combinatorial Action Spaces | May 23, 2019 | compressed sensingDecision Making | —Unverified | 0 |
| Toward Millimeter Wave Joint Radar-Communications: A Signal Processing Perspective | May 18, 2019 | compressed sensing | —Unverified | 0 |
| Error Correcting Algorithms for Sparsely Correlated Regressors | May 16, 2019 | compressed sensingregression | —Unverified | 0 |
| Deep Compressed Sensing | May 16, 2019 | compressed sensingMeta-Learning | CodeCode Available | 0 |
| Iterative Alpha Expansion for estimating gradient-sparse signals from linear measurements | May 15, 2019 | compressed sensing | —Unverified | 0 |
| Sparse Recovery Beyond Compressed Sensing: Separable Nonlinear Inverse Problems | May 12, 2019 | compressed sensingGeophysics | —Unverified | 0 |
| 3d-SMRnet: Achieving a new quality of MPI system matrix recovery by deep learning | May 8, 2019 | compressed sensing | CodeCode Available | 0 |
| 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 |