| One Diffusion to Generate Them All | Nov 25, 2024 | AllCamera Pose Estimation | CodeCode Available | 4 |
| Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model | Dec 1, 2022 | Colorizationcompressed sensing | CodeCode Available | 4 |
| Blind Image Deblurring with Unknown Kernel Size and Substantial Noise | Aug 18, 2022 | Blind Image DeblurringDeblurring | CodeCode Available | 4 |
| Simple Baselines for Image Restoration | Apr 10, 2022 | DeblurringDenoising | CodeCode Available | 4 |
| AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring | Jun 13, 2024 | DeblurringDecoder | CodeCode Available | 3 |
| MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic Model | Nov 1, 2022 | Anomaly DetectionBrain Tumor Segmentation | CodeCode Available | 3 |
| MAXIM: Multi-Axis MLP for Image Processing | Jan 9, 2022 | DeblurringDenoising | CodeCode Available | 3 |
| MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | Dec 28, 2024 | DeblurringDenoising | CodeCode Available | 2 |
| LoFormer: Local Frequency Transformer for Image Deblurring | Jul 24, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 |
| Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems | Jul 23, 2024 | ColorizationDeblurring | CodeCode Available | 2 |
| Revitalizing Convolutional Network for Image Restoration | Jun 25, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 |
| Correlation Matching Transformation Transformers for UHD Image Restoration | Jun 2, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 |
| Efficient Visual State Space Model for Image Deblurring | May 23, 2024 | DeblurringImage Deblurring | CodeCode Available | 2 |
| CascadedGaze: Efficiency in Global Context Extraction for Image Restoration | Jan 26, 2024 | DeblurringDecoder | CodeCode Available | 2 |
| Hierarchical Integration Diffusion Model for Realistic Image Deblurring | May 22, 2023 | DeblurringImage Deblurring | CodeCode Available | 2 |
| Denoising Diffusion Models for Plug-and-Play Image Restoration | May 15, 2023 | DeblurringDenoising | CodeCode Available | 2 |
| Efficient and Explicit Modelling of Image Hierarchies for Image Restoration | Mar 1, 2023 | Image DeblurringImage Defocus Deblurring | CodeCode Available | 2 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | Jan 27, 2023 | DeblurringDenoising | CodeCode Available | 2 |
| Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring | Nov 22, 2022 | DeblurringDecoder | CodeCode Available | 2 |
| Improving Image Restoration by Revisiting Global Information Aggregation | Dec 8, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 2 |
| Efficient RAW Image Deblurring with Adaptive Frequency Modulation | May 30, 2025 | Computational EfficiencyDeblurring | CodeCode Available | 1 |
| NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results | Apr 16, 2025 | DeblurringEvent-based vision | CodeCode Available | 1 |
| One-Step Diffusion Model for Image Motion-Deblurring | Mar 9, 2025 | DeblurringDenoising | CodeCode Available | 1 |
| Diffusion-based Event Generation for High-Quality Image Deblurring | Jan 1, 2025 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion Model | Dec 19, 2024 | DenoisingImage Deblurring | CodeCode Available | 1 |
| Jointly RS Image Deblurring and Super-Resolution with Adjustable-Kernel and Multi-Domain Attention | Dec 7, 2024 | DeblurringImage Deblurring | CodeCode Available | 1 |
| GS-Blur: A 3D Scene-Based Dataset for Realistic Image Deblurring | Oct 31, 2024 | 3DGSDeblurring | CodeCode Available | 1 |
| E2GS: Event Enhanced Gaussian Splatting | Jun 21, 2024 | 3D ReconstructionDeblurring | CodeCode Available | 1 |
| Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors | May 29, 2024 | Image DeblurringImage Super-Resolution | CodeCode Available | 1 |
| Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring | Mar 29, 2024 | Computational EfficiencyDeblurring | CodeCode Available | 1 |
| DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen Domains | Mar 19, 2024 | DeblurringDecoder | CodeCode Available | 1 |
| Deep, convergent, unrolled half-quadratic splitting for image deconvolution | Feb 20, 2024 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Efficient Image Deblurring Networks based on Diffusion Models | Jan 11, 2024 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned Guidance | Dec 27, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation | Dec 18, 2023 | Data AugmentationDeblurring | CodeCode Available | 1 |
| Image Restoration via Frequency Selection | Nov 6, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| Prompt-based Ingredient-Oriented All-in-One Image Restoration | Sep 6, 2023 | AllDeblurring | CodeCode Available | 1 |
| SAM-Deblur: Let Segment Anything Boost Image Deblurring | Sep 5, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Fast Diffusion EM: a diffusion model for blind inverse problems with application to deconvolution | Sep 1, 2023 | Blind Image DeblurringDeblurring | CodeCode Available | 1 |
| Learning A Coarse-to-Fine Diffusion Transformer for Image Restoration | Aug 17, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| Restore Anything Pipeline: Segment Anything Meets Image Restoration | May 22, 2023 | DeblurringDenoising | CodeCode Available | 1 |
| A Mountain-Shaped Single-Stage Network for Accurate Image Restoration | May 9, 2023 | DeblurringDecoder | CodeCode Available | 1 |
| IRNeXt: Rethinking Convolutional Network Design for Image Restoration | Apr 24, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Image Deblurring by Exploring In-depth Properties of Transformer | Mar 24, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 |
| Mixed Hierarchy Network for Image Restoration | Feb 19, 2023 | DeblurringDecoder | CodeCode Available | 1 |
| Revisiting Image Deblurring with an Efficient ConvNet | Feb 4, 2023 | AttributeDeblurring | CodeCode Available | 1 |
| Rethinking low-cost microscopy workflow: Image enhancement using deep based Extended Depth of Field methods | Feb 1, 2023 | BenchmarkingImage Deblurring | CodeCode Available | 1 |
| GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion Restoration | Jan 30, 2023 | Blind Image DeblurringDeblurring | 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 |
