| Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring | Mar 29, 2024 | Computational EfficiencyDeblurring | CodeCode Available | 1 | 5 |
| INFWIDE: Image and Feature Space Wiener Deconvolution Network for Non-blind Image Deblurring in Low-Light Conditions | Jul 17, 2022 | Blind Image DeblurringDeblurring | CodeCode Available | 1 | 5 |
| A Simple Local Minimal Intensity Prior and An Improved Algorithm for Blind Image Deblurring | Oct 29, 2020 | Blind Image DeblurringComputational Efficiency | CodeCode Available | 1 | 5 |
| Jointly RS Image Deblurring and Super-Resolution with Adjustable-Kernel and Multi-Domain Attention | Dec 7, 2024 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Rethinking Coarse-to-Fine Approach in Single Image Deblurring | Aug 11, 2021 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Short-and-Sparse Deconvolution -- A Geometric Approach | Aug 28, 2019 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Learning Degradation Representations for Image Deblurring | Aug 10, 2022 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Let's Enhance: A Deep Learning Approach to Extreme Deblurring of Text Images | Nov 18, 2022 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Prompt-based Ingredient-Oriented All-in-One Image Restoration | Sep 6, 2023 | AllDeblurring | CodeCode Available | 1 | 5 |
| EDPN: Enhanced Deep Pyramid Network for Blurry Image Restoration | May 11, 2021 | DeblurringImage Deblocking | CodeCode Available | 1 | 5 |
| CIE XYZ Net: Unprocessing Images for Low-Level Computer Vision Tasks | Jun 23, 2020 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Raw Image Deblurring | Dec 8, 2020 | Blind Image DeblurringDeblurring | CodeCode Available | 1 | 5 |
| Photon Limited Non-Blind Deblurring Using Algorithm Unrolling | Oct 28, 2021 | AstronomyDeblurring | CodeCode Available | 1 | 5 |
| E2GS: Event Enhanced Gaussian Splatting | Jun 21, 2024 | 3D ReconstructionDeblurring | CodeCode Available | 1 | 5 |
| Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors | May 29, 2024 | Image DeblurringImage Super-Resolution | CodeCode Available | 1 | 5 |
| Realistic Blur Synthesis for Learning Image Deblurring | Feb 17, 2022 | DeblurringDiversity | CodeCode Available | 1 | 5 |
| NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results | Apr 16, 2025 | DeblurringEvent-based vision | CodeCode Available | 1 | 5 |
| MC-Blur: A Comprehensive Benchmark for Image Deblurring | Dec 1, 2021 | BenchmarkingDeblurring | CodeCode Available | 1 | 5 |
| On-Demand Learning for Deep Image Restoration | Dec 5, 2016 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Multi-Outputs Is All You Need For Deblur | Aug 27, 2022 | AllDeblurring | CodeCode Available | 1 | 5 |
| Multi-Stage Progressive Image Restoration | Feb 4, 2021 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Diffusion-based Event Generation for High-Quality Image Deblurring | Jan 1, 2025 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | Dec 18, 2023 | Data AugmentationDeblurring | CodeCode Available | 1 | 5 |
| Correction of out-of-focus microscopic images by deep learning | Apr 26, 2022 | Deep LearningGenerative Adversarial Network | CodeCode Available | 1 | 5 |
| Efficient Image Deblurring Networks based on Diffusion Models | Jan 11, 2024 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| E2NeRF: Event Enhanced Neural Radiance Fields from Blurry Images | Jan 1, 2023 | Camera Pose EstimationDeblurring | CodeCode Available | 1 | 5 |
| Dark and Bright Channel Prior Embedded Network for Dynamic Scene Deblurring | May 21, 2020 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Mixed Hierarchy Network for Image Restoration | Feb 19, 2023 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Deep Stacked Hierarchical Multi-patch Network for Image Deblurring | Apr 6, 2019 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring | Jan 19, 2021 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Human-Aware Motion Deblurring | Jan 19, 2020 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains | Mar 19, 2024 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better | Aug 10, 2019 | Blind Face RestorationDeblurring | CodeCode Available | 1 | 5 |
| End-to-end Interpretable Learning of Non-blind Image Deblurring | Jul 3, 2020 | Blind Image DeblurringDeblurring | CodeCode Available | 1 | 5 |
| Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and Latency | Apr 27, 2020 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Rethinking low-cost microscopy workflow: Image enhancement using deep based Extended Depth of Field methods | Feb 1, 2023 | BenchmarkingImage Deblurring | CodeCode Available | 1 | 5 |
| Explore Image Deblurring via Encoded Blur Kernel Space | Jun 19, 2021 | Blind Image DeblurringDeblurring | CodeCode Available | 1 | 5 |
| Explore Image Deblurring via Blur Kernel Space | Apr 1, 2021 | Blind Image DeblurringDeblurring | CodeCode Available | 1 | 5 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Fast Diffusion EM: a diffusion model for blind inverse problems with application to deconvolution | Sep 1, 2023 | Blind Image DeblurringDeblurring | CodeCode Available | 1 | 5 |
| GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration | Jan 30, 2023 | Blind Image DeblurringDeblurring | CodeCode Available | 1 | 5 |
| GS-Blur: A 3D Scene-Based Dataset for Realistic Image Deblurring | Oct 31, 2024 | 3DGSDeblurring | CodeCode Available | 1 | 5 |
| MSSNet: Multi-Scale-Stage Network for Single Image Deblurring | Feb 19, 2022 | DeblurringDeep Learning | CodeCode Available | 1 | 5 |
| One-Step Diffusion Model for Image Motion-Deblurring | Mar 9, 2025 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Restore Anything Pipeline: Segment Anything Meets Image Restoration | May 22, 2023 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Short and Sparse Deconvolution --- A Geometric Approach | May 1, 2020 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task Learning | Aug 11, 2021 | DeblurringDepth Estimation | CodeCode Available | 1 | 5 |
| Burst ranking for blind multi-image deblurring | Oct 29, 2018 | DeblurringImage Deblurring | CodeCode Available | 0 | 5 |
| Bringing Alive Blurred Moments | Apr 9, 2018 | DeblurringDecoder | CodeCode Available | 0 | 5 |
| Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion Models | Sep 12, 2023 | Computational EfficiencyImage Deblurring | CodeCode Available | 0 | 5 |
