| VRT: A Video Restoration Transformer | Jan 28, 2022 | DeblurringDenoising | CodeCode Available | 3 |
| Blur-aware Spatio-temporal Sparse Transformer for Video Deblurring | Jun 11, 2024 | DeblurringOptical Flow Estimation | CodeCode Available | 2 |
| Learning Truncated Causal History Model for Video Restoration | Oct 4, 2024 | DeblurringDenoising | CodeCode Available | 2 |
| Improving Image Restoration by Revisiting Global Information Aggregation | Dec 8, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 2 |
| On the Generalization of BasicVSR++ to Video Deblurring and Denoising | Apr 11, 2022 | DeblurringDenoising | CodeCode Available | 2 |
| Towards Real-World Video Deblurring by Exploring Blur Formation Process | Aug 28, 2022 | DeblurringVideo Deblurring | CodeCode Available | 1 |
| Aggregating Nearest Sharp Features via Hybrid Transformers for Video Deblurring | Sep 13, 2023 | DeblurringVideo Deblurring | CodeCode Available | 1 |
| Bringing Events Into Video Deblurring With Non-Consecutively Blurry Frames | Jan 1, 2021 | DeblurringVideo Deblurring | CodeCode Available | 1 |
| Cascaded Deep Video Deblurring Using Temporal Sharpness Prior | Apr 6, 2020 | DeblurringOptical Flow Estimation | CodeCode Available | 1 |
| CMTA: Cross-Modal Temporal Alignment for Event-guided Video Deblurring | Aug 27, 2024 | DeblurringVideo Deblurring | CodeCode Available | 1 |
| DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better | Aug 10, 2019 | Blind Face RestorationDeblurring | CodeCode Available | 1 |
| Deep Discriminative Spatial and Temporal Network for Efficient Video Deblurring | Jan 1, 2023 | DeblurringVideo Deblurring | CodeCode Available | 1 |
| Deep Recurrent Neural Network with Multi-scale Bi-directional Propagation for Video Deblurring | Dec 9, 2021 | DeblurringVideo Deblurring | CodeCode Available | 1 |
| Domain-adaptive Video Deblurring via Test-time Blurring | Jul 12, 2024 | DeblurringDomain Adaptation | CodeCode Available | 1 |
| Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural Network | Jun 30, 2021 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Efficient Video Deblurring Guided by Motion Magnitude | Jul 27, 2022 | DeblurringOptical Flow Estimation | CodeCode Available | 1 |
| Flow-Guided Sparse Transformer for Video Deblurring | Jan 6, 2022 | DeblurringOptical Flow Estimation | CodeCode Available | 1 |
| HyperCUT: Video Sequence from a Single Blurry Image using Unsupervised Ordering | Apr 4, 2023 | DeblurringVideo Deblurring | CodeCode Available | 1 |
| Learning to Reduce Defocus Blur by Realistically Modeling Dual-Pixel Data | Dec 6, 2020 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 |
| Multi-Scale Memory-Based Video Deblurring | Apr 6, 2022 | Analog Video RestorationDeblurring | CodeCode Available | 1 |
| Multi-Scale Separable Network for Ultra-High-Definition Video Deblurring | Jan 1, 2021 | 4kDeblurring | CodeCode Available | 1 |
| A Simple Baseline for Video Restoration with Grouped Spatial-temporal Shift | Jun 22, 2022 | DeblurringDenoising | CodeCode Available | 1 |
| Real-Time Video Deblurring via Lightweight Motion Compensation | May 25, 2022 | DeblurringMotion Compensation | CodeCode Available | 1 |
| Recurrent Video Deblurring with Blur-Invariant Motion Estimation and Pixel Volumes | Aug 23, 2021 | DeblurringMotion Compensation | CodeCode Available | 1 |
| Rethinking Video Deblurring with Wavelet-Aware Dynamic Transformer and Diffusion Model | Aug 24, 2024 | DeblurringVideo Deblurring | CodeCode Available | 1 |
| Spatio-Temporal Deformable Attention Network for Video Deblurring | Jul 22, 2022 | DeblurringDecoder | CodeCode Available | 1 |
| Towards Interpretable Video Super-Resolution via Alternating Optimization | Jul 21, 2022 | DeblurringSpace-time Video Super-resolution | CodeCode Available | 1 |
| Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video Restoration | May 20, 2022 | DeblurringOptical Flow Estimation | CodeCode Available | 1 |
| VDTR: Video Deblurring with Transformer | Apr 17, 2022 | DeblurringDecoder | CodeCode Available | 1 |
| Video Deblurring by Fitting to Test Data | Dec 9, 2020 | Autonomous VehiclesDeblurring | CodeCode Available | 1 |
| Face Deblurring using Dual Camera Fusion on Mobile Phones | Jul 23, 2022 | DeblurringImage Deblurring | —Unverified | 0 |
| FineNet: Frame Interpolation and Enhancement for Face Video Deblurring | Mar 1, 2021 | DeblurringMissing Values | —Unverified | 0 |
| SpikeGen: Generative Framework for Visual Spike Stream Processing | May 23, 2025 | DeblurringNovel View Synthesis | —Unverified | 0 |
| Frequency-aware Event-based Video Deblurring for Real-World Motion Blur | Jan 1, 2024 | DeblurringVideo Alignment | —Unverified | 0 |
| Gated Spatio-Temporal Attention-Guided Video Deblurring | Jun 19, 2021 | DeblurringVideo Deblurring | —Unverified | 0 |
| Generalized Video Deblurring for Dynamic Scenes | Jul 9, 2015 | DeblurringOptical Flow Estimation | —Unverified | 0 |
| Hand-held Video Deblurring via Efficient Fourier Aggregation | Sep 17, 2015 | DeblurringVideo Deblurring | —Unverified | 0 |
| Stereo Video Deblurring | Jul 28, 2016 | DeblurringVideo Deblurring | —Unverified | 0 |
| Intra-Frame Deblurring by Leveraging Inter-Frame Camera Motion | Jun 1, 2015 | DeblurringVideo Deblurring | —Unverified | 0 |
| Joint Estimation of Camera Pose, Depth, Deblurring, and Super-Resolution from a Blurred Image Sequence | Sep 18, 2017 | Camera Pose EstimationDeblurring | —Unverified | 0 |
| Joint Stereo Video Deblurring, Scene Flow Estimation and Moving Object Segmentation | Oct 6, 2019 | Deblurringparameter estimation | —Unverified | 0 |
| Learning Event-Driven Video Deblurring and Interpolation | Aug 1, 2020 | DeblurringVideo Deblurring | —Unverified | 0 |
| Video Restoration with a Deep Plug-and-Play Prior | Sep 6, 2022 | DeblurringDenoising | —Unverified | 0 |
| Blur More To Deblur Better: Multi-Blur2Deblur For Efficient Video Deblurring | Dec 23, 2020 | DeblurringImage Deblurring | —Unverified | 0 |
| Coding-Prior Guided Diffusion Network for Video Deblurring | Apr 16, 2025 | DeblurringVideo Deblurring | —Unverified | 0 |
| DAVID: Dual-Attentional Video Deblurring | Dec 7, 2019 | DeblurringVideo Deblurring | —Unverified | 0 |
| ALANET: Adaptive Latent Attention Network forJoint Video Deblurring and Interpolation | Aug 31, 2020 | DeblurringVideo Deblurring | —Unverified | 0 |
| Simultaneous Stereo Video Deblurring and Scene Flow Estimation | Apr 11, 2017 | DeblurringScene Flow Estimation | —Unverified | 0 |
| Motion Deblurring with an Adaptive Network | Mar 25, 2019 | DeblurringImage Deblurring | —Unverified | 0 |
| DIVD: Deblurring with Improved Video Diffusion Model | Dec 1, 2024 | Deblurringmodel | —Unverified | 0 |
