| Improving Image Restoration by Revisiting Global Information Aggregation | Dec 8, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 2 |
| CascadedGaze: Efficiency in Global Context Extraction for Image Restoration | Jan 26, 2024 | DeblurringDecoder | CodeCode Available | 2 |
| Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning | Aug 11, 2021 | DeblurringDepth Estimation | CodeCode Available | 1 |
| MSSNet: Multi-Scale-Stage Network for Single Image Deblurring | Feb 19, 2022 | DeblurringDeep Learning | CodeCode Available | 1 |
| Self-Supervised Linear Motion Deblurring | Feb 10, 2020 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Rethinking Coarse-to-Fine Approach in Single Image Deblurring | Aug 11, 2021 | DeblurringDecoder | CodeCode Available | 1 |
| NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results | Apr 16, 2025 | DeblurringEvent-based vision | CodeCode Available | 1 |
| XYDeblur: Divide and Conquer for Single Image Deblurring | Jan 1, 2022 | DeblurringDecoder | CodeCode Available | 1 |
| A Unified Framework for Event-based Frame Interpolation with Ad-hoc Deblurring in the Wild | Jan 12, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| One-Step Diffusion Model for Image Motion-Deblurring | Mar 9, 2025 | DeblurringDenoising | CodeCode Available | 1 |
| BeSplat: Gaussian Splatting from a Single Blurry Image and Event Stream | Dec 26, 2024 | 3DGSNeRF | CodeCode Available | 1 |
| XYScanNet: A State Space Model for Single Image Deblurring | Dec 13, 2024 | DeblurringImage Deblurring | —Unverified | 0 |
| Deep Motion Blur Removal Using Noisy/Blurry Image Pairs | Nov 19, 2019 | DeblurringImage Deblurring | —Unverified | 0 |
| Down-Scaling with Learned Kernels in Multi-Scale Deep Neural Networks for Non-Uniform Single Image Deblurring | Mar 25, 2019 | DeblurringImage Deblurring | —Unverified | 0 |
| Gyro-based Neural Single Image Deblurring | Apr 1, 2024 | DeblurringImage Deblurring | —Unverified | 0 |
| Handling Noise in Single Image Deblurring Using Directional Filters | Jun 1, 2013 | DeblurringDenoising | —Unverified | 0 |
| Image Motion Blur Removal in the Temporal Dimension with Video Diffusion Models | Jan 22, 2025 | DeblurringImage Deblurring | —Unverified | 0 |
| Blur Invariant Kernel-Adaptive Network for Single Image Blind deblurring | Jul 9, 2020 | DeblurringImage Deblurring | —Unverified | 0 |
| NTIRE 2020 Challenge on Image and Video Deblurring | May 4, 2020 | DeblurringImage Deblurring | —Unverified | 0 |
| Single Frame Deblurring with Laplacian Filters | Sep 17, 2020 | DeblurringImage Deblurring | —Unverified | 0 |
| Single Image Deblurring and Camera Motion Estimation with Depth Map | Mar 1, 2019 | DeblurringImage Deblurring | —Unverified | 0 |
| Single Image Deblurring with Row-dependent Blur Magnitude | Jan 1, 2023 | Deblurringdistortion correction | —Unverified | 0 |
| Unfolding a blurred image | Jan 28, 2022 | DeblurringDecoder | —Unverified | 0 |
| Unsupervised Domain-Specific Deblurring using Scale-Specific Attention | Dec 12, 2021 | DeblurringImage Deblurring | —Unverified | 0 |
| View Adaptive Light Field Deblurring Networks with Depth Perception | Mar 13, 2023 | DeblurringImage Deblurring | —Unverified | 0 |
