| Lightweight Bimodal Network for Single-Image Super-Resolution via Symmetric CNN and Recursive Transformer | Apr 28, 2022 | Image ReconstructionImage Super-Resolution | CodeCode Available | 1 |
| Test-Time Training Can Close the Natural Distribution Shift Performance Gap in Deep Learning Based Compressed Sensing | Apr 14, 2022 | compressed sensingCompressive Sensing | CodeCode Available | 1 |
| Unsupervised Change Detection Based on Image Reconstruction Loss | Apr 4, 2022 | Change DetectionImage Reconstruction | CodeCode Available | 1 |
| Comparison of convolutional neural networks for cloudy optical images reconstruction from single or multitemporal joint SAR and optical images | Apr 1, 2022 | Image Reconstruction | CodeCode Available | 1 |
| Monitored Distillation for Positive Congruent Depth Completion | Mar 30, 2022 | Depth CompletionImage Reconstruction | CodeCode Available | 1 |
| How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective | Mar 27, 2022 | Adversarial Robustnessimage-classification | CodeCode Available | 1 |
| A Deep Learning Framework to Reconstruct Face under Mask | Mar 23, 2022 | Deep LearningGender Classification | CodeCode Available | 1 |
| High-fidelity GAN Inversion with Padding Space | Mar 21, 2022 | Generative Adversarial NetworkImage Manipulation | CodeCode Available | 1 |
| A Differentiable Two-stage Alignment Scheme for Burst Image Reconstruction with Large Shift | Mar 17, 2022 | 4kBurst Image Reconstruction | CodeCode Available | 1 |
| SKM-TEA: A Dataset for Accelerated MRI Reconstruction with Dense Image Labels for Quantitative Clinical Evaluation | Mar 14, 2022 | Image ReconstructionMRI Reconstruction | CodeCode Available | 1 |
| Towards performant and reliable undersampled MR reconstruction via diffusion model sampling | Mar 8, 2022 | Image Reconstruction | CodeCode Available | 1 |
| Unrolled Primal-Dual Networks for Lensless Cameras | Mar 8, 2022 | Image Reconstruction | CodeCode Available | 1 |
| Measurement-conditioned Denoising Diffusion Probabilistic Model for Under-sampled Medical Image Reconstruction | Mar 5, 2022 | DenoisingImage Reconstruction | CodeCode Available | 1 |
| Deep, Deep Learning with BART | Feb 28, 2022 | compressed sensingDeep Learning | CodeCode Available | 1 |
| Computing Multiple Image Reconstructions with a Single Hypernetwork | Feb 22, 2022 | compressed sensingDenoising | CodeCode Available | 1 |
| UncertaINR: Uncertainty Quantification of End-to-End Implicit Neural Representations for Computed Tomography | Feb 22, 2022 | Computed Tomography (CT)Decision Making | CodeCode Available | 1 |
| A Plug-and-Play Approach to Multiparametric Quantitative MRI: Image Reconstruction using Pre-Trained Deep Denoisers | Feb 10, 2022 | De-aliasingDeep Learning | CodeCode Available | 1 |
| MINER: Multiscale Implicit Neural Representations | Feb 7, 2022 | Image Reconstruction | CodeCode Available | 1 |
| Feature-Style Encoder for Style-Based GAN Inversion | Feb 4, 2022 | Image Reconstruction | CodeCode Available | 1 |
| SURDS: Self-Supervised Attention-guided Reconstruction and Dual Triplet Loss for Writer Independent Offline Signature Verification | Jan 25, 2022 | Image ReconstructionMetric Learning | CodeCode Available | 1 |
| Event-based Video Reconstruction via Potential-assisted Spiking Neural Network | Jan 25, 2022 | Computational EfficiencyEvent-Based Video Reconstruction | CodeCode Available | 1 |
| SEN12MS-CR-TS: A Remote Sensing Data Set for Multi-modal Multi-temporal Cloud Removal | Jan 24, 2022 | Cloud RemovalImage Reconstruction | CodeCode Available | 1 |
| Can We Find Neurons that Cause Unrealistic Images in Deep Generative Networks? | Jan 17, 2022 | GAN image forensicsImage Generation | CodeCode Available | 1 |
| Unsupervised Domain Adaptation for Cross-Modality Retinal Vessel Segmentation via Disentangling Representation Style Transfer and Collaborative Consistency Learning | Jan 13, 2022 | Domain AdaptationImage Reconstruction | CodeCode Available | 1 |
| Image Dehazing Transformer With Transmission-Aware 3D Position Embedding | Jan 1, 2022 | Image DehazingImage Reconstruction | CodeCode Available | 1 |
| Modeling Mask Uncertainty in Hyperspectral Image Reconstruction | Dec 31, 2021 | Bilevel OptimizationImage Reconstruction | CodeCode Available | 1 |
| ADJUST: A Dictionary-Based Joint Reconstruction and Unmixing Method for Spectral Tomography | Dec 21, 2021 | 3D ReconstructionComputed Tomography (CT) | CodeCode Available | 1 |
| Towards End-to-End Image Compression and Analysis with Transformers | Dec 17, 2021 | Classificationimage-classification | CodeCode Available | 1 |
| Learned Half-Quadratic Splitting Network for MR Image Reconstruction | Dec 17, 2021 | Deep LearningImage Reconstruction | CodeCode Available | 1 |
| Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical Flow | Dec 12, 2021 | DemosaickingDenoising | CodeCode Available | 1 |
| Specificity-Preserving Federated Learning for MR Image Reconstruction | Dec 9, 2021 | Federated LearningImage Reconstruction | CodeCode Available | 1 |
| Assessment of Data Consistency through Cascades of Independently Recurrent Inference Machines for fast and robust accelerated MRI reconstruction | Nov 30, 2021 | DenoisingImage Reconstruction | CodeCode Available | 1 |
| Human Pose Manipulation and Novel View Synthesis using Differentiable Rendering | Nov 24, 2021 | DecoderImage Reconstruction | CodeCode Available | 1 |
| L-Verse: Bidirectional Generation Between Image and Text | Nov 22, 2021 | Image CaptioningImage Generation | CodeCode Available | 1 |
| SUB-Depth: Self-distillation and Uncertainty Boosting Self-supervised Monocular Depth Estimation | Nov 18, 2021 | Depth EstimationImage Reconstruction | CodeCode Available | 1 |
| SyMetric: Measuring the Quality of Learnt Hamiltonian Dynamics Inferred from Vision | Nov 10, 2021 | Autonomous DrivingImage Reconstruction | 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 |
| TranSMS: Transformers for Super-Resolution Calibration in Magnetic Particle Imaging | Nov 3, 2021 | Image ReconstructionSuper-Resolution | CodeCode Available | 1 |
| An Arbitrary Scale Super-Resolution Approach for 3D MR Images via Implicit Neural Representation | Oct 27, 2021 | DecoderImage Reconstruction | CodeCode Available | 1 |
| Self-Validation: Early Stopping for Single-Instance Deep Generative Priors | Oct 23, 2021 | DecoderImage Reconstruction | CodeCode Available | 1 |
| Deep multi-modal aggregation network for MR image reconstruction with auxiliary modality | Oct 15, 2021 | Image Reconstruction | CodeCode Available | 1 |
| Vector-quantized Image Modeling with Improved VQGAN | Oct 9, 2021 | Image GenerationImage Reconstruction | CodeCode Available | 1 |
| Self-Supervised Learning for MRI Reconstruction with a Parallel Network Training Framework | Sep 26, 2021 | Image ReconstructionModel Optimization | CodeCode Available | 1 |
| Image Compression with Recurrent Neural Network and Generalized Divisive Normalization | Sep 5, 2021 | DecoderImage Compression | CodeCode Available | 1 |
| Digging into Uncertainty in Self-supervised Multi-view Stereo | Aug 30, 2021 | Image ReconstructionSelf-Supervised Learning | CodeCode Available | 1 |
| Re-using Adversarial Mask Discriminators for Test-time Training under Distribution Shifts | Aug 26, 2021 | Continual LearningImage Reconstruction | CodeCode Available | 1 |
| NeRP: Implicit Neural Representation Learning with Prior Embedding for Sparsely Sampled Image Reconstruction | Aug 24, 2021 | Image ReconstructionRepresentation Learning | CodeCode Available | 1 |
| Improving generative adversarial network inversion via fine-tuning GAN encoders | Aug 23, 2021 | Generative Adversarial NetworkImage Reconstruction | CodeCode Available | 1 |
| A Simple and Efficient Reconstruction Backbone for Snapshot Compressive Imaging | Aug 17, 2021 | Compressive SensingComputational Efficiency | CodeCode Available | 1 |
| Semantic-embedded Unsupervised Spectral Reconstruction from Single RGB Images in the Wild | Aug 15, 2021 | Image ReconstructionSpectral Reconstruction | CodeCode Available | 1 |