| 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 |
| Robust lEarned Shrinkage-Thresholding (REST): Robust unrolling for sparse recover | Oct 20, 2021 | Compressive SensingRolling Shutter Correction | —Unverified | 0 |
| Stochastic Primal-Dual Deep Unrolling | Oct 19, 2021 | Computational EfficiencyComputed Tomography (CT) | —Unverified | 0 |
| Photon-Limited Deblurring using Algorithm Unrolling | Oct 19, 2021 | AstronomyDeblurring | —Unverified | 0 |
| Learning Structured Sparse Matrices for Signal Recovery via Unrolled Optimization | Oct 19, 2021 | compressed sensingRolling Shutter Correction | —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 |
| 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 |
| 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 |
| Unrolled Wirtinger Flow with Deep Decoding Priors for Phaseless Imaging | Aug 3, 2021 | Rolling Shutter Correction | —Unverified | 0 |
| Consistent Depth of Moving Objects in Video | Aug 2, 2021 | Depth EstimationDepth Prediction | —Unverified | 0 |
| Decoding, Fast and Slow: A Case Study on Balancing Trade-Offs in Incremental, Character-level Pragmatic Reasoning | Aug 1, 2021 | Image CaptioningInformativeness | —Unverified | 0 |
| Joint Visual Semantic Reasoning: Multi-Stage Decoder for Text Recognition | Jul 26, 2021 | DecoderRolling Shutter Correction | —Unverified | 0 |
| Dynamic Proximal Unrolling Network for Compressive Imaging | Jul 23, 2021 | Compressive SensingRolling Shutter Correction | —Unverified | 0 |
| Fixed points of nonnegative neural networks | Jun 30, 2021 | Rolling Shutter Correction | CodeCode Available | 0 |
| Graph Signal Restoration Using Nested Deep Algorithm Unrolling | Jun 30, 2021 | DenoisingRolling Shutter Correction | —Unverified | 0 |
| Algorithm Unrolling for Massive Access via Deep Neural Network with Theoretical Guarantee | Jun 19, 2021 | Action DetectionActivity Detection | —Unverified | 0 |
| Understanding approximate and unrolled dictionary learning for pattern recovery | Jun 11, 2021 | Dictionary LearningRolling Shutter Correction | CodeCode Available | 0 |
| End-to-end reconstruction meets data-driven regularization for inverse problems | Jun 7, 2021 | Computational EfficiencyComputed Tomography (CT) | CodeCode Available | 0 |
| Stable and Interpretable Unrolled Dictionary Learning | May 31, 2021 | DenoisingDictionary Learning | CodeCode Available | 0 |
| Robust partial Fourier reconstruction for diffusion-weighted imaging using a recurrent convolutional neural network | May 19, 2021 | Rolling Shutter Correction | —Unverified | 0 |
| Deep learned SVT: Unrolling singular value thresholding to obtain better MSE | May 14, 2021 | Low-Rank Matrix CompletionMatrix Completion | —Unverified | 0 |
| Two-Stage Stochastic Optimization via Primal-Dual Decomposition and Deep Unrolling | May 5, 2021 | Rolling Shutter CorrectionStochastic Optimization | —Unverified | 0 |
| Feasibility-based Fixed Point Networks | Apr 29, 2021 | CT ReconstructionRolling Shutter Correction | CodeCode Available | 0 |
| A Design Space Study for LISTA and Beyond | Apr 8, 2021 | Neural Architecture SearchRolling Shutter Correction | —Unverified | 0 |
| Model-inspired Deep Learning for Light-Field Microscopy with Application to Neuron Localization | Mar 10, 2021 | Rolling Shutter Correction | —Unverified | 0 |
| Deep Convolutional Sparse Coding Network for Pansharpening with Guidance of Side Information | Mar 10, 2021 | PansharpeningRolling Shutter Correction | CodeCode Available | 0 |
| Recurrent Localization Networks applied to the Lippmann-Schwinger Equation | Jan 29, 2021 | BIG-bench Machine LearningComputational Efficiency | CodeCode Available | 0 |
| Multispectral Illumination Estimation Using Deep Unrolling Network | Jan 1, 2021 | Rolling Shutter Correction | —Unverified | 0 |
| Differentiable Optimization of Generalized Nondecomposable Functions using Linear Programs | Jan 1, 2021 | Rolling Shutter Correction | —Unverified | 0 |
| SEQUENCE-LEVEL FEATURES: HOW GRU AND LSTM CELLS CAPTURE N-GRAMS | Jan 1, 2021 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Software Pipelining for Quantum Loop Programs | Dec 23, 2020 | Rolling Shutter Correction | —Unverified | 0 |
| LEARN++: Recurrent Dual-Domain Reconstruction Network for Compressed Sensing CT | Dec 13, 2020 | compressed sensingComputed Tomography (CT) | CodeCode Available | 0 |
| Dual Geometric Graph Network (DG2N) -- Iterative network for deformable shape alignment | Nov 30, 2020 | Rolling Shutter Correction | —Unverified | 0 |
| Cost Function Unrolling in Unsupervised Optical Flow | Nov 30, 2020 | Optical Flow EstimationRolling Shutter Correction | CodeCode Available | 0 |
| Compiling Spiking Neural Networks to Mitigate Neuromorphic Hardware Constraints | Nov 27, 2020 | Rolling Shutter Correction | —Unverified | 0 |
| FlowStep3D: Model Unrolling for Self-Supervised Scene Flow Estimation | Nov 19, 2020 | AllRolling Shutter Correction | CodeCode Available | 0 |
| Sampling and Recovery of Graph Signals based on Graph Neural Networks | Nov 3, 2020 | Graph ClassificationGraph Neural Network | —Unverified | 0 |
| Hybrid Backpropagation Parallel Reservoir Networks | Oct 27, 2020 | EEGElectroencephalogram (EEG) | —Unverified | 0 |
| Improved Supervised Training of Physics-Guided Deep Learning Image Reconstruction with Multi-Masking | Oct 26, 2020 | Image ReconstructionRolling Shutter Correction | —Unverified | 0 |
| Unrolling of Deep Graph Total Variation for Image Denoising | Oct 21, 2020 | DenoisingImage Denoising | CodeCode Available | 0 |
| A Deep-Unfolded Reference-Based RPCA Network For Video Foreground-Background Separation | Oct 2, 2020 | Rolling Shutter Correction | —Unverified | 0 |