| VRT: A Video Restoration Transformer | Jan 28, 2022 | DeblurringDenoising | CodeCode Available | 3 | 5 |
| Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring | Jun 11, 2024 | DeblurringOptical Flow Estimation | CodeCode Available | 2 | 5 |
| Learning Truncated Causal History Model for Video Restoration | Oct 4, 2024 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| Improving Image Restoration by Revisiting Global Information Aggregation | Dec 8, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 2 | 5 |
| On the Generalization of BasicVSR++ to Video Deblurring and Denoising | Apr 11, 2022 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| Towards Real-World Video Deblurring by Exploring Blur Formation Process | Aug 28, 2022 | DeblurringVideo Deblurring | CodeCode Available | 1 | 5 |
| Aggregating Nearest Sharp Features via Hybrid Transformers for Video Deblurring | Sep 13, 2023 | DeblurringVideo Deblurring | CodeCode Available | 1 | 5 |
| Bringing Events Into Video Deblurring With Non-Consecutively Blurry Frames | Jan 1, 2021 | DeblurringVideo Deblurring | CodeCode Available | 1 | 5 |
| Cascaded Deep Video Deblurring Using Temporal Sharpness Prior | Apr 6, 2020 | DeblurringOptical Flow Estimation | CodeCode Available | 1 | 5 |
| CMTA: Cross-Modal Temporal Alignment for Event-guided Video Deblurring | Aug 27, 2024 | DeblurringVideo Deblurring | CodeCode Available | 1 | 5 |
| DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better | Aug 10, 2019 | Blind Face RestorationDeblurring | CodeCode Available | 1 | 5 |
| Deep Discriminative Spatial and Temporal Network for Efficient Video Deblurring | Jan 1, 2023 | DeblurringVideo Deblurring | CodeCode Available | 1 | 5 |
| Deep Recurrent Neural Network with Multi-scale Bi-directional Propagation for Video Deblurring | Dec 9, 2021 | DeblurringVideo Deblurring | CodeCode Available | 1 | 5 |
| Domain-adaptive Video Deblurring via Test-time Blurring | Jul 12, 2024 | DeblurringDomain Adaptation | CodeCode Available | 1 | 5 |
| Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network | Jun 30, 2021 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Efficient Video Deblurring Guided by Motion Magnitude | Jul 27, 2022 | DeblurringOptical Flow Estimation | CodeCode Available | 1 | 5 |
| Flow-Guided Sparse Transformer for Video Deblurring | Jan 6, 2022 | DeblurringOptical Flow Estimation | CodeCode Available | 1 | 5 |
| HyperCUT: Video Sequence from a Single Blurry Image using Unsupervised Ordering | Apr 4, 2023 | DeblurringVideo Deblurring | CodeCode Available | 1 | 5 |
| Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data | Dec 6, 2020 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 | 5 |
| Multi-Scale Memory-Based Video Deblurring | Apr 6, 2022 | Analog Video RestorationDeblurring | CodeCode Available | 1 | 5 |
| Multi-Scale Separable Network for Ultra-High-Definition Video Deblurring | Jan 1, 2021 | 4kDeblurring | CodeCode Available | 1 | 5 |
| A Simple Baseline for Video Restoration with Grouped Spatial-temporal Shift | Jun 22, 2022 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Real-Time Video Deblurring via Lightweight Motion Compensation | May 25, 2022 | DeblurringMotion Compensation | CodeCode Available | 1 | 5 |
| Recurrent Video Deblurring with Blur-Invariant Motion Estimation and Pixel Volumes | Aug 23, 2021 | DeblurringMotion Compensation | CodeCode Available | 1 | 5 |
| Rethinking Video Deblurring with Wavelet-Aware Dynamic Transformer and Diffusion Model | Aug 24, 2024 | DeblurringVideo Deblurring | CodeCode Available | 1 | 5 |
| Spatio-Temporal Deformable Attention Network for Video Deblurring | Jul 22, 2022 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Towards Interpretable Video Super-Resolution via Alternating Optimization | Jul 21, 2022 | DeblurringSpace-time Video Super-resolution | CodeCode Available | 1 | 5 |
| Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration | May 20, 2022 | DeblurringOptical Flow Estimation | CodeCode Available | 1 | 5 |
| VDTR: Video Deblurring with Transformer | Apr 17, 2022 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Video Deblurring by Fitting to Test Data | Dec 9, 2020 | Autonomous VehiclesDeblurring | CodeCode Available | 1 | 5 |
| Quantile-Based Randomized Kaczmarz for Corrupted Tensor Linear Systems | Mar 23, 2025 | DeblurringImage Reconstruction | CodeCode Available | 0 | 5 |
| Deep Video Deblurring | Nov 25, 2016 | DeblurringImage Deblurring | CodeCode Available | 0 | 5 |
| Deep Video Deblurring for Hand-Held Cameras | Jul 1, 2017 | DeblurringImage Deblurring | CodeCode Available | 0 | 5 |
| Deep Video Deblurring: The Devil is in the Details | Sep 26, 2019 | DeblurringVideo Deblurring | CodeCode Available | 0 | 5 |
| ViStripformer: A Token-Efficient Transformer for Versatile Video Restoration | Dec 22, 2023 | DeblurringRain Removal | CodeCode Available | 0 | 5 |
| Continuous Facial Motion Deblurring | Jul 14, 2022 | DeblurringImage Deblurring | CodeCode Available | 0 | 5 |
| Video Deblurring by Sharpness Prior Detection and Edge Information | Jan 21, 2025 | Autonomous DrivingDeblurring | CodeCode Available | 0 | 5 |
| DaBiT: Depth and Blur informed Transformer for Joint Refocusing and Super-Resolution | Jul 1, 2024 | DeblurringSuper-Resolution | CodeCode Available | 0 | 5 |
| Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training | Nov 18, 2019 | DeblurringImage Deblurring | CodeCode Available | 0 | 5 |
| Spatio-Temporal Filter Adaptive Network for Video Deblurring | Apr 28, 2019 | DeblurringImage Deblurring | CodeCode Available | 0 | 5 |
| DAVIDE: Depth-Aware Video Deblurring | Sep 2, 2024 | DeblurringVideo Deblurring | CodeCode Available | 0 | 5 |
| Adaptive High-Pass Kernel Prediction for Efficient Video Deblurring | Dec 2, 2024 | DeblurringVideo Deblurring | CodeCode Available | 0 | 5 |
| Adversarial Spatio-Temporal Learning for Video Deblurring | Mar 28, 2018 | DeblurringGenerative Adversarial Network | CodeCode Available | 0 | 5 |
| Blur More To Deblur Better: Multi-Blur2Deblur For Efficient Video Deblurring | Dec 23, 2020 | DeblurringImage Deblurring | —Unverified | 0 | 0 |
| NFResNet: Multi-scale and U-shaped Networks for Deblurring | Dec 12, 2022 | DeblurringImage Deblurring | —Unverified | 0 | 0 |
| VDPI: Video Deblurring with Pseudo-inverse Modeling | Sep 1, 2024 | DeblurringDeep Learning | —Unverified | 0 | 0 |
| NTIRE 2020 Challenge on Image and Video Deblurring | May 4, 2020 | DeblurringImage Deblurring | —Unverified | 0 | 0 |
| Occlusion-Aware Video Deblurring with a New Layered Blur Model | Nov 29, 2016 | DeblurringObject | —Unverified | 0 | 0 |
| Online Video Deblurring via Dynamic Temporal Blending Network | Apr 11, 2017 | DeblurringVideo Deblurring | —Unverified | 0 | 0 |
| ARVo: Learning All-Range Volumetric Correspondence for Video Deblurring | Mar 7, 2021 | AllDeblurring | —Unverified | 0 | 0 |