| Uncertainty Quantification for Deep Unrolling-Based Computational Imaging | Jul 2, 2022 | Image ReconstructionRolling Shutter Correction | —Unverified | 0 |
| Towards Understanding Graph Neural Networks: An Algorithm Unrolling Perspective | Jun 9, 2022 | Bilevel OptimizationDenoising | —Unverified | 0 |
| Dynamic MRI using Learned Transform-based Tensor Low-Rank Network (LT^2LR-Net) | Jun 2, 2022 | Image ReconstructionMRI Reconstruction | —Unverified | 0 |
| D^2UF: Deep Coded Aperture Design and Unrolling Algorithm for Compressive Spectral Image Fusion | May 24, 2022 | Rolling Shutter Correction | —Unverified | 0 |
| RU-Net: Regularized Unrolling Network for Scene Graph Generation | May 3, 2022 | DenoisingDiversity | CodeCode Available | 1 |
| Learning Adaptive Warping for Real-World Rolling Shutter Correction | Apr 29, 2022 | Rolling Shutter Correction | CodeCode Available | 1 |
| Working memory inspired hierarchical video decomposition with transformative representations | Apr 21, 2022 | Computational EfficiencyRetrieval | CodeCode Available | 0 |
| Accelerated MRI With Deep Linear Convolutional Transform Learning | Apr 17, 2022 | compressed sensingImage Reconstruction | —Unverified | 0 |
| Robust PCA Unrolling Network for Super-resolution Vessel Extraction in X-ray Coronary Angiography | Apr 16, 2022 | feature selectionRolling Shutter Correction | —Unverified | 0 |
| Connections between Deep Equilibrium and Sparse Representation Models with Application to Hyperspectral Image Denoising | Mar 29, 2022 | Deep LearningDenoising | —Unverified | 0 |
| No Pain, Big Gain: Classify Dynamic Point Cloud Sequences with Static Models by Fitting Feature-level Space-time Surfaces | Mar 21, 2022 | 3D Action RecognitionPoint Cloud Classification | CodeCode Available | 1 |
| Operator Sketching for Deep Unrolling Networks | Mar 21, 2022 | Image ReconstructionRolling Shutter Correction | —Unverified | 0 |
| Simulating Liquids with Graph Networks | Mar 14, 2022 | Liquid SimulationPhysical Simulations | —Unverified | 0 |
| DURRNet: Deep Unfolded Single Image Reflection Removal Network | Mar 12, 2022 | blind source separationReflection Removal | CodeCode Available | 0 |
| NESTANets: Stable, accurate and efficient neural networks for analysis-sparse inverse problems | Mar 2, 2022 | compressed sensingRolling Shutter Correction | CodeCode Available | 0 |
| Coordinated Sum-Rate Maximization in Multicell MU-MIMO with Deep Unrolling | Feb 21, 2022 | Rolling Shutter Correction | CodeCode Available | 1 |
| Low-light Image Enhancement by Retinex Based Algorithm Unrolling and Adjustment | Feb 12, 2022 | Deep LearningImage Enhancement | —Unverified | 0 |
| Gradient-Based Learning of Discrete Structured Measurement Operators for Signal Recovery | Feb 7, 2022 | Rolling Shutter Correction | CodeCode Available | 0 |
| PARCEL: Physics-based Unsupervised Contrastive Representation Learning for Multi-coil MR Imaging | Feb 3, 2022 | Representation LearningRolling Shutter Correction | CodeCode Available | 0 |
| A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systems | Jan 26, 2022 | Image ReconstructionRolling Shutter Correction | CodeCode Available | 0 |
| Do Neural Networks for Segmentation Understand Insideness? | Jan 25, 2022 | Image SegmentationRolling Shutter Correction | CodeCode Available | 0 |
| Mixed X-Ray Image Separation for Artworks with Concealed Designs | Jan 23, 2022 | Rolling Shutter Correction | —Unverified | 0 |
| Deep Unrolling for Magnetic Resonance Fingerprinting | Jan 23, 2022 | compressed sensingMagnetic Resonance Fingerprinting | —Unverified | 0 |
| Equilibrated Zeroth-Order Unrolled Deep Networks for Accelerated MRI | Dec 18, 2021 | MRI ReconstructionRolling Shutter Correction | —Unverified | 0 |
| Learning with Nested Scene Modeling and Cooperative Architecture Search for Low-Light Vision | Dec 9, 2021 | Rolling Shutter Correction | CodeCode Available | 0 |
| Model-Value Inconsistency as a Signal for Epistemic Uncertainty | Dec 8, 2021 | Model-based Reinforcement LearningRolling Shutter Correction | —Unverified | 0 |
| Improved Model based Deep Learning using Monotone Operator Learning (MOL) | Nov 22, 2021 | Deep LearningOperator learning | —Unverified | 0 |
| Deep Image Prior using Stein's Unbiased Risk Estimator: SURE-DIP | Nov 21, 2021 | Rolling Shutter Correction | —Unverified | 0 |
| On Training Implicit Models | Nov 9, 2021 | Rolling Shutter Correction | CodeCode Available | 0 |
| Gaussian Kernel Mixture Network for Single Image Defocus Deblurring | Oct 31, 2021 | Computational EfficiencyDeblurring | CodeCode Available | 1 |
| Hyperparameter Tuning is All You Need for LISTA | Oct 29, 2021 | AllRolling Shutter Correction | CodeCode Available | 1 |
| Photon Limited Non-Blind Deblurring Using Algorithm Unrolling | Oct 28, 2021 | AstronomyDeblurring | CodeCode Available | 1 |
| Robust lEarned Shrinkage-Thresholding (REST): Robust unrolling for sparse recover | Oct 20, 2021 | Compressive SensingRolling Shutter Correction | —Unverified | 0 |
| Learning Structured Sparse Matrices for Signal Recovery via Unrolled Optimization | Oct 19, 2021 | compressed sensingRolling Shutter Correction | —Unverified | 0 |
| Photon-Limited Deblurring using Algorithm Unrolling | Oct 19, 2021 | AstronomyDeblurring | —Unverified | 0 |
| Stochastic Primal-Dual Deep Unrolling | Oct 19, 2021 | Computational EfficiencyComputed Tomography (CT) | —Unverified | 0 |
| Unrolled Variational Bayesian Algorithm for Image Blind Deconvolution | Oct 14, 2021 | Rolling Shutter Correction | CodeCode Available | 0 |
| Unrolling Particles: Unsupervised Learning of Sampling Distributions | Oct 6, 2021 | Rolling Shutter Correction | CodeCode Available | 0 |
| Adaptive Unfolding Total Variation Network for Low-Light Image Enhancement | Oct 3, 2021 | DenoisingImage Enhancement | CodeCode Available | 1 |
| An Optimization-Based Meta-Learning Model for MRI Reconstruction with Diverse Dataset | Oct 2, 2021 | Bilevel OptimizationMeta-Learning | —Unverified | 0 |
| Scalable Sinkhorn Backpropagation | Sep 29, 2021 | GPURolling Shutter Correction | —Unverified | 0 |
| Provable Learning-based Algorithm For Sparse Recovery | Sep 29, 2021 | Rolling Shutter Correction | —Unverified | 0 |
| Deep Unrolled Recovery in Sparse Biological Imaging | Sep 28, 2021 | Rolling Shutter Correction | —Unverified | 0 |
| Unrolling SGD: Understanding Factors Influencing Machine Unlearning | Sep 27, 2021 | Machine UnlearningRolling Shutter Correction | CodeCode Available | 1 |
| SlowFast Rolling-Unrolling LSTMs for Action Anticipation in Egocentric Videos | Sep 2, 2021 | Action AnticipationOptical Flow Estimation | —Unverified | 0 |
| Regularizing Instabilities in Image Reconstruction Arising from Learned Denoisers | Aug 21, 2021 | Image ReconstructionRolling Shutter Correction | —Unverified | 0 |
| Deep Algorithm Unrolling for Biomedical Imaging | Aug 15, 2021 | Image GenerationRolling Shutter Correction | —Unverified | 0 |
| Multimodal Unrolled Robust PCA for Background Foreground Separation | Aug 13, 2021 | Rolling Shutter Correction | —Unverified | 0 |
| SUNet: Symmetric Undistortion Network for Rolling Shutter Correction | Aug 10, 2021 | DecoderRolling Shutter Correction | CodeCode Available | 1 |
| Unrolled Wirtinger Flow with Deep Decoding Priors for Phaseless Imaging | Aug 3, 2021 | Rolling Shutter Correction | —Unverified | 0 |