| Improving Image Restoration by Revisiting Global Information Aggregation | Dec 8, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 2 | 5 |
| Omni-Kernel Network for Image Restoration | Mar 24, 2024 | DeblurringImage Defocus Deblurring | CodeCode Available | 2 | 5 |
| Dual-domain strip attention for image restoration | Mar 1, 2024 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| Efficient and Explicit Modelling of Image Hierarchies for Image Restoration | Mar 1, 2023 | Image DeblurringImage Defocus Deblurring | CodeCode Available | 2 | 5 |
| Defocus Deblurring Using Dual-Pixel Data | May 1, 2020 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 | 5 |
| Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring | Mar 29, 2024 | Computational EfficiencyDeblurring | CodeCode Available | 1 | 5 |
| Attention! Stay Focus! | Apr 16, 2021 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 | 5 |
| BaMBNet: A Blur-aware Multi-branch Network for Defocus Deblurring | May 31, 2021 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 | 5 |
| Intriguing Findings of Frequency Selection for Image Deblurring | Nov 23, 2021 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Learning Single Image Defocus Deblurring with Misaligned Training Pairs | Nov 26, 2022 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 | 5 |
| Learning to Deblur using Light Field Generated and Real Defocus Images | Apr 1, 2022 | DeblurringImage Defocus 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 |
| Masked Autoencoders as Image Processors | Mar 30, 2023 | DeblurringDenoising | CodeCode Available | 1 | 5 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | Nov 18, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 1 | 5 |
| Revisiting Image Deblurring with an Efficient ConvNet | Feb 4, 2023 | AttributeDeblurring | CodeCode Available | 1 | 5 |
| Selective Frequency Network for Image Restoration | Apr 13, 2023 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 | 5 |
| Single Image Defocus Deblurring Using Kernel-Sharing Parallel Atrous Convolutions | Aug 20, 2021 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 | 5 |
| Single Image Defocus Deblurring via Implicit Neural Inverse Kernels | Jan 1, 2023 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 | 5 |
| Uformer: A General U-Shaped Transformer for Image Restoration | Jun 6, 2021 | DeblurringDecoder | CodeCode Available | 1 | 5 |
| Exploring the potential of channel interactions for image restoration | Dec 20, 2023 | DeblurringImage Deblurring | CodeCode Available | 1 | 5 |
| Focal Network for Image Restoration | Jan 1, 2023 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 | 5 |
| Gaussian Kernel Mixture Network for Single Image Defocus Deblurring | Oct 31, 2021 | Computational EfficiencyDeblurring | CodeCode Available | 1 | 5 |
| Image Restoration via Frequency Selection | Nov 6, 2023 | DeblurringDenoising | 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 |
| Iterative Filter Adaptive Network for Single Image Defocus Deblurring | Aug 31, 2021 | DeblurringImage Defocus Deblurring | CodeCode Available | 1 | 5 |
| EENet: Frequency-Aware and Spatially Multiscale Network for Single Image Dehazing | Feb 1, 2025 | DeblurringImage Defocus Deblurring | CodeCode Available | 0 | 5 |
| Reblurring-Guided Single Image Defocus Deblurring: A Learning Framework with Misaligned Training Pairs | Sep 26, 2024 | DeblurringImage Defocus Deblurring | CodeCode Available | 0 | 5 |
| Continual Test-Time Adaptation for Single Image Defocus Deblurring via Causal Siamese Networks | Jan 15, 2025 | DeblurringImage Defocus Deblurring | —Unverified | 0 | 0 |
| Single-image Defocus Deblurring by Integration of Defocus Map Prediction Tracing the Inverse Problem Computation | Jul 7, 2022 | DeblurringImage Deblurring | —Unverified | 0 | 0 |
| Neumann Network With Recursive Kernels for Single Image Defocus Deblurring | Jan 1, 2023 | DeblurringImage Defocus Deblurring | —Unverified | 0 | 0 |
| DMTNet: Dynamic Multi-scale Network for Dual-pixel Images Defocus Deblurring with Transformer | Sep 13, 2022 | DeblurringImage Defocus Deblurring | —Unverified | 0 | 0 |
| Quad-Pixel Image Defocus Deblurring: A New Benchmark and Model | Jan 1, 2025 | DeblurringImage Defocus Deblurring | —Unverified | 0 | 0 |
| LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network | Jul 19, 2023 | DeblurringImage Defocus Deblurring | —Unverified | 0 | 0 |
| Learnable Blur Kernel for Single-Image Defocus Deblurring in the Wild | Nov 25, 2022 | DeblurringGenerative Adversarial Network | —Unverified | 0 | 0 |
| SR-R^2KAC: Improving Single Image Defocus Deblurring | Jul 30, 2023 | DeblurringImage Defocus Deblurring | —Unverified | 0 | 0 |
