| Solving Inverse Problems With Deep Neural Networks -- Robustness Included? | Nov 9, 2020 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Adversarial Robust Training of Deep Learning MRI Reconstruction Models | Oct 30, 2020 | Deep LearningImage 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 |
| Face Hallucination via Split-Attention in Split-Attention Network | Oct 22, 2020 | Face DetectionFace Hallucination | CodeCode Available | 1 |
| XPDNet for MRI Reconstruction: an application to the 2020 fastMRI challenge | Oct 15, 2020 | Image ReconstructionMRI Reconstruction | CodeCode Available | 1 |
| Physics-based Reconstruction Methods for Magnetic Resonance Imaging | Oct 3, 2020 | Image Reconstruction | CodeCode Available | 1 |
| Deep Learning in Photoacoustic Tomography: Current approaches and future directions | Sep 16, 2020 | Deep LearningImage Reconstruction | CodeCode Available | 1 |
| Unsupervised MRI Reconstruction with Generative Adversarial Networks | Aug 29, 2020 | Deep LearningImage Reconstruction | CodeCode Available | 1 |
| CNN-Based Image Reconstruction Method for Ultrafast Ultrasound Imaging | Aug 28, 2020 | Image Reconstruction | CodeCode Available | 1 |
| Homotopic Gradients of Generative Density Priors for MR Image Reconstruction | Aug 14, 2020 | DenoisingImage Reconstruction | CodeCode Available | 1 |
| Learned Proximal Networks for Quantitative Susceptibility Mapping | Aug 11, 2020 | Image Reconstruction | CodeCode Available | 1 |
| Deep learning for photoacoustic imaging: a survey | Aug 10, 2020 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 1 |
| Hierarchical Amortized Training for Memory-efficient High Resolution 3D GAN | Aug 5, 2020 | Data AugmentationDomain Adaptation | CodeCode Available | 1 |
| Self-supervised Bayesian Deep Learning for Image Recovery with Applications to Compressive Sensing | Aug 1, 2020 | Compressive SensingDeep Learning | CodeCode Available | 1 |
| Active MR k-space Sampling with Reinforcement Learning | Jul 20, 2020 | Image Reconstructionreinforcement-learning | CodeCode Available | 1 |
| Accelerated MRI with Un-trained Neural Networks | Jul 6, 2020 | compressed sensingDecoder | CodeCode Available | 1 |
| Gradient Origin Networks | Jul 6, 2020 | Image GenerationImage Reconstruction | CodeCode Available | 1 |
| HDR-GAN: HDR Image Reconstruction from Multi-Exposed LDR Images with Large Motions | Jul 3, 2020 | HDR ReconstructionImage Reconstruction | CodeCode Available | 1 |
| Joint Frequency and Image Space Learning for MRI Reconstruction and Analysis | Jul 2, 2020 | DenoisingImage Denoising | CodeCode Available | 1 |
| Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusion | Jul 2, 2020 | Cloud RemovalEarth Observation | CodeCode Available | 1 |
| End-to-End Differentiable Learning to HDR Image Synthesis for Multi-exposure Images | Jun 29, 2020 | Image GenerationImage Reconstruction | CodeCode Available | 1 |
| Exploiting Non-Local Priors via Self-Convolution For Highly-Efficient Image Restoration | Jun 24, 2020 | DenoisingImage Reconstruction | CodeCode Available | 1 |
| Probabilistic Autoencoder | Jun 9, 2020 | Bayesian InferenceDenoising | CodeCode Available | 1 |
| Learning to do multiframe wavefront sensing unsupervisedly: applications to blind deconvolution | Jun 2, 2020 | Image Reconstruction | CodeCode Available | 1 |
| Enhanced Blind Face Restoration With Multi-Exemplar Images and Adaptive Spatial Feature Fusion | Jun 1, 2020 | Blind Face RestorationImage Reconstruction | CodeCode Available | 1 |
| RARE: Image Reconstruction using Deep Priors Learned without Ground Truth | May 23, 2020 | DenoisingImage Reconstruction | CodeCode Available | 1 |
| Event-based visual place recognition with ensembles of temporal windows | May 22, 2020 | Image ReconstructionVisual Place Recognition | CodeCode Available | 1 |
| On Solving SAR Imaging Inverse Problems Using Non-Convex Regularization with a Cauchy-based Penalty | May 1, 2020 | Image ReconstructionSuper-Resolution | CodeCode Available | 1 |
| Neural Head Reenactment with Latent Pose Descriptors | Apr 24, 2020 | Foreground SegmentationImage Reconstruction | CodeCode Available | 1 |
| KD-MRI: A knowledge distillation framework for image reconstruction and image restoration in MRI workflow | Apr 11, 2020 | CPUGPU | CodeCode Available | 1 |
| Analysis of Deep Complex-Valued Convolutional Neural Networks for MRI Reconstruction | Apr 3, 2020 | Image ReconstructionMRI Reconstruction | CodeCode Available | 1 |
| In-Domain GAN Inversion for Real Image Editing | Mar 31, 2020 | Image Reconstruction | CodeCode Available | 1 |
| EventSR: From Asynchronous Events to Image Reconstruction, Restoration, and Super-Resolution via End-to-End Adversarial Learning | Mar 17, 2020 | Image ReconstructionSuper-Resolution | CodeCode Available | 1 |
| Convergence Guarantees for Non-Convex Optimisation with Cauchy-Based Penalties | Mar 10, 2020 | DenoisingImage Reconstruction | CodeCode Available | 1 |
| Benchmarking MRI Reconstruction Neural Networks on Large Public Datasets | Mar 6, 2020 | BenchmarkingImage Reconstruction | CodeCode Available | 1 |
| Neural Architecture Search for Compressed Sensing Magnetic Resonance Image Reconstruction | Feb 22, 2020 | compressed sensingImage Reconstruction | CodeCode Available | 1 |
| Noise2Inverse: Self-supervised deep convolutional denoising for tomography | Jan 31, 2020 | DenoisingImage Denoising | CodeCode Available | 1 |
| A deep network for sinogram and CT image reconstruction | Jan 20, 2020 | DenoisingImage Reconstruction | CodeCode Available | 1 |
| Total Deep Variation for Linear Inverse Problems | Jan 14, 2020 | Image ReconstructionImage Restoration | CodeCode Available | 1 |
| DC-WCNN: A deep cascade of wavelet based convolutional neural networks for MR Image Reconstruction | Jan 8, 2020 | DecoderImage Reconstruction | CodeCode Available | 1 |
| SoftAdapt: Techniques for Adaptive Loss Weighting of Neural Networks with Multi-Part Loss Functions | Dec 27, 2019 | Image ReconstructionSynthetic Data Generation | CodeCode Available | 1 |
| Deep Generalization of Structured Low-Rank Algorithms (Deep-SLR) | Dec 7, 2019 | Computational EfficiencyImage Reconstruction | CodeCode Available | 1 |
| Image2StyleGAN++: How to Edit the Embedded Images? | Nov 26, 2019 | AttributeImage Inpainting | CodeCode Available | 1 |
| Improving Sample Efficiency in Model-Free Reinforcement Learning from Images | Oct 2, 2019 | Image ReconstructionMuJoCo | CodeCode Available | 1 |
| Perceptual Image Anomaly Detection | Sep 12, 2019 | Anomaly DetectionImage Reconstruction | CodeCode Available | 1 |
| Denoising Auto-encoding Priors in Undecimated Wavelet Domain for MR Image Reconstruction | Sep 3, 2019 | Compressive SensingDenoising | CodeCode Available | 1 |
| MRI Reconstruction Using Deep Bayesian Estimation | Sep 3, 2019 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Y-Net: A Hybrid Deep Learning Reconstruction Framework for Photoacoustic Imaging in vivo | Aug 2, 2019 | DecoderImage Reconstruction | CodeCode Available | 1 |
| k-t NEXT: Dynamic MR Image Reconstruction Exploiting Spatio-temporal Correlations | Jul 22, 2019 | Image Reconstruction | CodeCode Available | 1 |
| MIST: Multiple Instance Spatial Transformer Network | Nov 26, 2018 | Anomaly Detection In Surveillance VideosImage Reconstruction | CodeCode Available | 1 |