| k-Space Deep Learning for Accelerated MRI | May 10, 2018 | compressed sensingDeep Learning | CodeCode Available | 1 | 5 |
| Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI Reconstruction | Mar 23, 2024 | compressed sensingImage Generation | CodeCode Available | 1 | 5 |
| Deep Plug-and-Play Prior for Hyperspectral Image Restoration | Sep 17, 2022 | compressed sensingDenoising | CodeCode Available | 1 | 5 |
| Deep Physics-Guided Unrolling Generalization for Compressed Sensing | Jul 18, 2023 | compressed sensingImage Compressed Sensing | CodeCode Available | 1 | 5 |
| A Flexible Framework for Designing Trainable Priors with Adaptive Smoothing and Game Encoding | Jun 26, 2020 | compressed sensingDenoising | CodeCode Available | 1 | 5 |
| Deep Low-rank plus Sparse Network for Dynamic MR Imaging | Oct 26, 2020 | compressed sensingMRI Reconstruction | CodeCode Available | 1 | 5 |
| Diagnosis of Intelligent Reflecting Surface in Millimeter-wave Communication Systems | Jan 11, 2021 | compressed sensingDiagnostic | CodeCode Available | 1 | 5 |
| Efficient approximation of Jacobian matrices involving a non-uniform fast Fourier transform (NUFFT) | Nov 4, 2021 | compressed sensingImage Reconstruction | CodeCode Available | 1 | 5 |
| Image Compressed Sensing Using Non-local Neural Network | Dec 7, 2021 | compressed sensingImage Compressed Sensing | CodeCode Available | 1 | 5 |
| Efficient Sum of Outer Products Dictionary Learning (SOUP-DIL) and Its Application to Inverse Problems | Nov 19, 2015 | compressed sensingDenoising | CodeCode Available | 1 | 5 |
| End-to-End Variational Networks for Accelerated MRI Reconstruction | Apr 14, 2020 | Anatomycompressed sensing | CodeCode Available | 1 | 5 |
| Solving Inverse Problems With Deep Neural Networks -- Robustness Included? | Nov 9, 2020 | compressed sensingDeep Learning | CodeCode Available | 1 | 5 |
| From Denoising to Compressed Sensing | Jun 16, 2014 | compressed sensingDenoising | CodeCode Available | 1 | 5 |
| Generative Priors for MRI Reconstruction Trained from Magnitude-Only Images Using Phase Augmentation | Aug 4, 2023 | compressed sensingMRI Reconstruction | CodeCode Available | 1 | 5 |
| Improving 3D Imaging with Pre-Trained Perpendicular 2D Diffusion Models | Mar 15, 2023 | compressed sensingImage Generation | CodeCode Available | 1 | 5 |
| GroupCDL: Interpretable Denoising and Compressed Sensing MRI via Learned Group-Sparsity and Circulant Attention | Jul 19, 2024 | compressed sensingDenoising | CodeCode Available | 1 | 5 |
| Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling | Jul 11, 2024 | compressed sensingComputed Tomography (CT) | CodeCode Available | 1 | 5 |
| A unified model for reconstruction and R2* mapping of accelerated 7T data using the quantitative recurrent inference machine | Oct 12, 2022 | compressed sensingImage Reconstruction | CodeCode Available | 1 | 5 |
| Noise2Recon: Enabling Joint MRI Reconstruction and Denoising with Semi-Supervised and Self-Supervised Learning | Sep 30, 2021 | compressed sensingDenoising | CodeCode Available | 1 | 5 |
| Intermediate Layer Optimization for Inverse Problems using Deep Generative Models | Feb 15, 2021 | compressed sensingDenoising | CodeCode Available | 1 | 5 |
| Leveraging Memory Effects and Gradient Information in Consensus-Based Optimization: On Global Convergence in Mean-Field Law | Nov 22, 2022 | compressed sensing | CodeCode Available | 1 | 5 |
| Low-Dose CT Reconstruction Using Deep Generative Regularization Prior | Dec 11, 2020 | compressed sensingCT Reconstruction | CodeCode Available | 1 | 5 |
| Ambient Diffusion: Learning Clean Distributions from Corrupted Data | May 30, 2023 | compressed sensing | CodeCode Available | 1 | 5 |
| AMPA-Net: Optimization-Inspired Attention Neural Network for Deep Compressed Sensing | Oct 14, 2020 | compressed sensingCompressive Sensing | CodeCode Available | 1 | 5 |
| Accelerated MRI with Un-trained Neural Networks | Jul 6, 2020 | compressed sensingDecoder | CodeCode Available | 1 | 5 |
| 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 | 5 |
| MRI Reconstruction with Interpretable Pixel-Wise Operations Using Reinforcement Learning | Apr 3, 2020 | compressed sensingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Near-Exact Recovery for Tomographic Inverse Problems via Deep Learning | Jun 14, 2022 | compressed sensingComputed Tomography (CT) | CodeCode Available | 1 | 5 |
| Compressed sensing of low-rank plus sparse matrices | Jul 18, 2020 | compressed sensingMatrix Completion | CodeCode Available | 1 | 5 |
| Computing Multiple Image Reconstructions with a Single Hypernetwork | Feb 22, 2022 | compressed sensingDenoising | CodeCode Available | 1 | 5 |
| Compressed Sensing using Generative Models | Mar 9, 2017 | compressed sensing | CodeCode Available | 1 | 5 |
| TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to Inverse Imaging Problems | Nov 18, 2020 | compressed sensingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| QCM-SGM+: Improved Quantized Compressed Sensing With Score-Based Generative Models | Feb 2, 2023 | Bayesian Inferencecompressed sensing | CodeCode Available | 1 | 5 |
| Real-Time Compressed Sensing for Joint Hyperspectral Image Transmission and Restoration for CubeSat | Apr 24, 2024 | compressed sensingDecoder | CodeCode Available | 1 | 5 |
| Compressive MRI quantification using convex spatiotemporal priors and deep auto-encoders | Jan 23, 2020 | compressed sensingPhysical Simulations | CodeCode Available | 1 | 5 |
| Recurrent Variational Network: A Deep Learning Inverse Problem Solver applied to the task of Accelerated MRI Reconstruction | Nov 18, 2021 | Anatomycompressed sensing | CodeCode Available | 1 | 5 |
| Content-aware Scalable Deep Compressed Sensing | Jul 19, 2022 | Blockingcompressed sensing | CodeCode Available | 1 | 5 |
| Score-Based Generative Models for Robust Channel Estimation | Nov 16, 2021 | compressed sensingGenerative Adversarial Network | CodeCode Available | 1 | 5 |
| Attention-Refined Unrolling for Sparse Sequential micro-Doppler Reconstruction | Jun 25, 2023 | Activity Recognitioncompressed sensing | CodeCode Available | 0 | 5 |
| Enhanced Expressive Power and Fast Training of Neural Networks by Random Projections | Nov 22, 2018 | compressed sensingDimensionality Reduction | CodeCode Available | 0 | 5 |
| AdaBoost and robust one-bit compressed sensing | May 5, 2021 | Binary Classificationcompressed sensing | CodeCode Available | 0 | 5 |
| End-to-End Optimization of Metasurfaces for Imaging with Compressed Sensing | Jan 28, 2022 | compressed sensingObject | CodeCode Available | 0 | 5 |
| Explaining Groups of Points in Low-Dimensional Representations | Mar 3, 2020 | compressed sensingcounterfactual | CodeCode Available | 0 | 5 |
| Differentiable SVD based on Moore-Penrose Pseudoinverse for Inverse Imaging Problems | Nov 21, 2024 | compressed sensingImage Compressed Sensing | CodeCode Available | 0 | 5 |
| A Fast and Scalable Polyatomic Frank-Wolfe Algorithm for the LASSO | Dec 6, 2021 | compressed sensingEfficient Exploration | CodeCode Available | 0 | 5 |
| A biconvex analysis for Lasso l1 reweighting | Dec 7, 2018 | compressed sensing | CodeCode Available | 0 | 5 |
| Efficient B-mode Ultrasound Image Reconstruction from Sub-sampled RF Data using Deep Learning | Dec 17, 2017 | compressed sensingDiagnostic | CodeCode Available | 0 | 5 |
| Extreme Compressed Sensing of Poisson Rates from Multiple Measurements | Mar 15, 2021 | compressed sensing | CodeCode Available | 0 | 5 |
| Adversarial and Perceptual Refinement for Compressed Sensing MRI Reconstruction | Jun 28, 2018 | compressed sensingMRI Reconstruction | CodeCode Available | 0 | 5 |
| Accelerated Parallel Magnetic Resonance Imaging with Compressed Sensing using Structured Sparsity | Dec 4, 2023 | compressed sensing | CodeCode Available | 0 | 5 |
