| Deep Manifold Learning for Dynamic MR Imaging | Mar 9, 2021 | compressed sensingImage Reconstruction | CodeCode Available | 1 |
| Deep J-Sense: Accelerated MRI Reconstruction via Unrolled Alternating Optimization | Mar 2, 2021 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Intermediate Layer Optimization for Inverse Problems using Deep Generative Models | Feb 15, 2021 | compressed sensingDenoising | CodeCode Available | 1 |
| B-spline Parameterized Joint Optimization of Reconstruction and K-space Trajectories (BJORK) for Accelerated 2D MRI | Jan 27, 2021 | compressed sensingImage Reconstruction | CodeCode Available | 1 |
| Preconditioned training of normalizing flows for variational inference in inverse problems | Jan 11, 2021 | compressed sensingVariational Inference | CodeCode Available | 1 |
| Diagnosis of Intelligent Reflecting Surface in Millimeter-wave Communication Systems | Jan 11, 2021 | compressed sensingDiagnostic | CodeCode Available | 1 |
| Regularization-Agnostic Compressed Sensing MRI Reconstruction with Hypernetworks | Jan 6, 2021 | compressed sensingMRI Reconstruction | CodeCode Available | 1 |
| Low-Dose CT Reconstruction Using Deep Generative Regularization Prior | Dec 11, 2020 | compressed sensingCT Reconstruction | CodeCode Available | 1 |
| TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to Inverse Imaging Problems | Nov 18, 2020 | compressed sensingDeep Reinforcement Learning | CodeCode Available | 1 |
| Solving Inverse Problems With Deep Neural Networks -- Robustness Included? | Nov 9, 2020 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging | Oct 27, 2020 | compressed sensingImage Reconstruction | CodeCode Available | 1 |
| Deep Low-rank plus Sparse Network for Dynamic MR Imaging | Oct 26, 2020 | compressed sensingMRI Reconstruction | CodeCode Available | 1 |
| Self-Supervised Training For Low Dose CT Reconstruction | Oct 25, 2020 | compressed sensingCT Reconstruction | CodeCode Available | 1 |
| AMPA-Net: Optimization-Inspired Attention Neural Network for Deep Compressed Sensing | Oct 14, 2020 | compressed sensingCompressive Sensing | CodeCode Available | 1 |
| Neurally Augmented ALISTA | Oct 5, 2020 | compressed sensing | CodeCode Available | 1 |
| Sequential Convolution and Runge-Kutta Residual Architecture for Image Compressed Sensing | Aug 1, 2020 | compressed sensingImage Compressed Sensing | CodeCode Available | 1 |
| Neural Network-based Reconstruction in Compressed Sensing MRI Without Fully-sampled Training Data | Jul 29, 2020 | compressed sensingRolling Shutter Correction | CodeCode Available | 1 |
| Compressed sensing of low-rank plus sparse matrices | Jul 18, 2020 | compressed sensingMatrix Completion | CodeCode Available | 1 |
| Accelerated MRI with Un-trained Neural Networks | Jul 6, 2020 | compressed sensingDecoder | CodeCode Available | 1 |
| A Flexible Framework for Designing Trainable Priors with Adaptive Smoothing and Game Encoding | Jun 26, 2020 | compressed sensingDenoising | CodeCode Available | 1 |
| Projection & Probability-Driven Black-Box Attack | May 8, 2020 | compressed sensing | CodeCode Available | 1 |
| Deep probabilistic subsampling for task-adaptive compressed sensing | May 1, 2020 | compressed sensingDeep Learning | CodeCode Available | 1 |
| End-to-End Variational Networks for Accelerated MRI Reconstruction | Apr 14, 2020 | Anatomycompressed sensing | CodeCode Available | 1 |
| MRI Reconstruction with Interpretable Pixel-Wise Operations Using Reinforcement Learning | Apr 3, 2020 | compressed sensingDeep Reinforcement Learning | CodeCode Available | 1 |
| 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 |
| 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 |
| MRI Reconstruction Using Deep Bayesian Estimation | Sep 3, 2019 | compressed sensingDeep Learning | CodeCode Available | 1 |
| 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 |
| Video from Stills: Lensless Imaging with Rolling Shutter | May 30, 2019 | compressed sensing | CodeCode Available | 1 |
| MRI Reconstruction via Cascaded Channel-wise Attention Network | Oct 18, 2018 | compressed sensingMRI Reconstruction | CodeCode Available | 1 |
| k-Space Deep Learning for Accelerated MRI | May 10, 2018 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Compressed Sensing using Generative Models | Mar 9, 2017 | compressed sensing | CodeCode Available | 1 |
| Efficient Sum of Outer Products Dictionary Learning (SOUP-DIL) and Its Application to Inverse Problems | Nov 19, 2015 | compressed sensingDenoising | CodeCode Available | 1 |
| From Denoising to Compressed Sensing | Jun 16, 2014 | compressed sensingDenoising | CodeCode Available | 1 |
| Cross-Channel Unlabeled Sensing over a Union of Signal Subspaces | Jun 11, 2025 | compressed sensing | —Unverified | 0 |
| Near-Field Directional Modulation for RIS-Aided Movable Antenna MIMO Systems with Hardware Impairments | Jun 1, 2025 | compressed sensing | —Unverified | 0 |
| Graph Neural Network Aided Detection for the Multi-User Multi-Dimensional Index Modulated Uplink | May 27, 2025 | compressed sensingGraph Neural Network | —Unverified | 0 |
| Beyond Discreteness: Finite-Sample Analysis of Straight-Through Estimator for Quantization | May 23, 2025 | compressed sensingQuantization | —Unverified | 0 |
| Simplicity is Key: An Unsupervised Pretraining Approach for Sparse Radio Channels | May 19, 2025 | compressed sensingRepresentation Learning | —Unverified | 0 |
| Near-Field Channel Estimation for XL-MIMO: A Deep Generative Model Guided by Side Information | May 11, 2025 | compressed sensing | —Unverified | 0 |
| Convergent Complex Quasi-Newton Proximal Methods for Gradient-Driven Denoisers in Compressed Sensing MRI Reconstruction | May 7, 2025 | compressed sensingDenoising | CodeCode Available | 0 |
| Cross-organ all-in-one parallel compressed sensing magnetic resonance imaging | May 7, 2025 | Allcompressed sensing | CodeCode Available | 0 |
| Optimal Vector Compressed Sensing Using James Stein Shrinkage | May 1, 2025 | compressed sensing | —Unverified | 0 |
| Parametrized Stacked Intelligent Metasurfaces for Bistatic Integrated Sensing and Communications | Apr 29, 2025 | compressed sensingISAC | —Unverified | 0 |
| Diffusion Probabilistic Models for Compressive SAR Imaging | Apr 23, 2025 | compressed sensingDenoising | —Unverified | 0 |
| Modular XL-Array-Enabled 3-D Localization based on Hybrid Spherical-Planar Wave Model in Terahertz Systems | Apr 18, 2025 | compressed sensingPosition | —Unverified | 0 |