| Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model | Dec 1, 2022 | Colorizationcompressed sensing | CodeCode Available | 4 |
| LeanVAE: An Ultra-Efficient Reconstruction VAE for Video Diffusion Models | Mar 18, 2025 | compressed sensingVideo Generation | CodeCode Available | 2 |
| Invertible Diffusion Models for Compressed Sensing | Mar 25, 2024 | compressed sensingGPU | CodeCode Available | 2 |
| Advancing MRI Reconstruction: A Systematic Review of Deep Learning and Compressed Sensing Integration | Jan 24, 2025 | compressed sensingFederated Learning | CodeCode Available | 2 |
| vSHARP: variable Splitting Half-quadratic Admm algorithm for Reconstruction of inverse-Problems | Sep 18, 2023 | compressed sensingMRI Reconstruction | CodeCode Available | 2 |
| Practical Compact Deep Compressed Sensing | Nov 20, 2024 | compressed sensing | CodeCode Available | 2 |
| Flow Priors for Linear Inverse Problems via Iterative Corrupted Trajectory Matching | May 29, 2024 | compressed sensingDeblurring | CodeCode Available | 2 |
| Motion-robust free-running volumetric cardiovascular MRI | Aug 4, 2023 | compressed sensingSSIM | CodeCode Available | 1 |
| Intermediate Layer Optimization for Inverse Problems using Deep Generative Models | Feb 15, 2021 | compressed sensingDenoising | CodeCode Available | 1 |
| MRI Reconstruction Using Deep Bayesian Estimation | Sep 3, 2019 | compressed sensingDeep Learning | CodeCode Available | 1 |
| GroupCDL: Interpretable Denoising and Compressed Sensing MRI via Learned Group-Sparsity and Circulant Attention | Jul 19, 2024 | compressed sensingDenoising | CodeCode Available | 1 |
| Instance-Optimal Compressed Sensing via Posterior Sampling | Jun 21, 2021 | compressed sensingDiversity | CodeCode Available | 1 |
| k-Space Deep Learning for Accelerated MRI | May 10, 2018 | compressed sensingDeep Learning | CodeCode Available | 1 |
| MIMO Channel Estimation using Score-Based Generative Models | Apr 14, 2022 | compressed sensing | CodeCode Available | 1 |
| Efficient approximation of Jacobian matrices involving a non-uniform fast Fourier transform (NUFFT) | Nov 4, 2021 | compressed sensingImage Reconstruction | CodeCode Available | 1 |
| Deep MRI Reconstruction with Radial Subsampling | Aug 17, 2021 | compressed sensingDiagnostic | 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 |
| Computing Multiple Image Reconstructions with a Single Hypernetwork | Feb 22, 2022 | compressed sensingDenoising | CodeCode Available | 1 |
| Deep J-Sense: Accelerated MRI Reconstruction via Unrolled Alternating Optimization | Mar 2, 2021 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Deep Manifold Learning for Dynamic MR Imaging | Mar 9, 2021 | compressed sensingImage Reconstruction | 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 |
| Diagnosis of Intelligent Reflecting Surface in Millimeter-wave Communication Systems | Jan 11, 2021 | compressed sensingDiagnostic | CodeCode Available | 1 |
| From Denoising to Compressed Sensing | Jun 16, 2014 | compressed sensingDenoising | CodeCode Available | 1 |
| Graph Image Prior for Unsupervised Dynamic Cardiac Cine MRI Reconstruction | Mar 23, 2024 | compressed sensingImage Generation | CodeCode Available | 1 |
| Image Compressed Sensing Using Non-local Neural Network | Dec 7, 2021 | compressed sensingImage Compressed Sensing | CodeCode Available | 1 |
| Improving 3D Imaging with Pre-Trained Perpendicular 2D Diffusion Models | Mar 15, 2023 | compressed sensingImage Generation | CodeCode Available | 1 |
| Compressed Sensing using Generative Models | Mar 9, 2017 | compressed sensing | CodeCode Available | 1 |
| Content-aware Scalable Deep Compressed Sensing | Jul 19, 2022 | Blockingcompressed sensing | CodeCode Available | 1 |
| 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 |
| Low-Dose CT Reconstruction Using Deep Generative Regularization Prior | Dec 11, 2020 | compressed sensingCT Reconstruction | CodeCode Available | 1 |
| A Unified Framework for Soft Threshold Pruning | Feb 25, 2023 | compressed sensingScheduling | CodeCode Available | 1 |
| Adaptive Compressed Sensing with Diffusion-Based Posterior Sampling | Jul 11, 2024 | compressed sensingComputed Tomography (CT) | CodeCode Available | 1 |
| 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 |
| Ambient Diffusion: Learning Clean Distributions from Corrupted Data | May 30, 2023 | compressed sensing | CodeCode Available | 1 |
| Accelerated MRI with Un-trained Neural Networks | Jul 6, 2020 | compressed sensingDecoder | CodeCode Available | 1 |
| Compressed sensing of low-rank plus sparse matrices | Jul 18, 2020 | compressed sensingMatrix Completion | CodeCode Available | 1 |
| Compressive MRI quantification using convex spatiotemporal priors and deep auto-encoders | Jan 23, 2020 | compressed sensingPhysical Simulations | CodeCode Available | 1 |
| ADMM-DAD net: a deep unfolding network for analysis compressed sensing | Oct 13, 2021 | compressed sensingDecoder | CodeCode Available | 1 |
| Deep, Deep Learning with BART | Feb 28, 2022 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Score-Based Generative Models for Robust Channel Estimation | Nov 16, 2021 | compressed sensingGenerative Adversarial Network | CodeCode Available | 1 |
| Deep Learning-Enabled One-Bit DoA Estimation | May 15, 2024 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Deep Low-rank plus Sparse Network for Dynamic MR Imaging | Oct 26, 2020 | compressed sensingMRI Reconstruction | CodeCode Available | 1 |
| Deep Physics-Guided Unrolling Generalization for Compressed Sensing | Jul 18, 2023 | compressed sensingImage Compressed Sensing | CodeCode Available | 1 |
| Deep Plug-and-Play Prior for Hyperspectral Image Restoration | Sep 17, 2022 | compressed sensingDenoising | CodeCode Available | 1 |
| Deep probabilistic subsampling for task-adaptive compressed sensing | May 1, 2020 | compressed sensingDeep Learning | CodeCode Available | 1 |
| A Flexible Framework for Designing Trainable Priors with Adaptive Smoothing and Game Encoding | Jun 26, 2020 | compressed sensingDenoising | CodeCode Available | 1 |
| Quantized Compressed Sensing with Score-based Generative Models | Nov 2, 2022 | compressed sensingQuantization | CodeCode Available | 1 |
| AMPA-Net: Optimization-Inspired Attention Neural Network for Deep Compressed Sensing | Oct 14, 2020 | compressed sensingCompressive Sensing | CodeCode Available | 1 |
| Generative Priors for MRI Reconstruction Trained from Magnitude-Only Images Using Phase Augmentation | Aug 4, 2023 | compressed sensingMRI Reconstruction | 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 |