| InstructIR: High-Quality Image Restoration Following Human Instructions | Jan 29, 2024 | DeblurringDenoising | CodeCode Available | 4 | 5 |
| Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation | Jun 30, 2024 | AllDeblurring | CodeCode Available | 3 | 5 |
| VmambaIR: Visual State Space Model for Image Restoration | Mar 18, 2024 | DenoisingImage Restoration | CodeCode Available | 3 | 5 |
| OneRestore: A Universal Restoration Framework for Composite Degradation | Jul 5, 2024 | Image DehazingImage Restoration | CodeCode Available | 3 | 5 |
| MAXIM: Multi-Axis MLP for Image Processing | Jan 9, 2022 | DeblurringDenoising | CodeCode Available | 3 | 5 |
| Bidirectional Multi-Scale Implicit Neural Representations for Image Deraining | Apr 2, 2024 | Image ReconstructionRain Removal | CodeCode Available | 3 | 5 |
| AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation | Mar 21, 2024 | AllBlind All-in-One Image Restoration | CodeCode Available | 3 | 5 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | Oct 2, 2023 | Image DehazingImage Denoising | CodeCode Available | 2 | 5 |
| MB-TaylorFormer V2: Improved Multi-branch Linear Transformer Expanded by Taylor Formula for Image Restoration | Jan 8, 2025 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| PromptIR: Prompting for All-in-One Blind Image Restoration | Jun 22, 2023 | AllBlind All-in-One Image Restoration | CodeCode Available | 2 | 5 |
| Learning Truncated Causal History Model for Video Restoration | Oct 4, 2024 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| AllWeatherNet:Unified Image Enhancement for Autonomous Driving under Adverse Weather and Lowlight-conditions | Sep 3, 2024 | Autonomous DrivingDeep Attention | CodeCode Available | 2 | 5 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | Jan 27, 2023 | DeblurringDenoising | CodeCode Available | 2 | 5 |
| NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results | Apr 17, 2025 | Raindrop RemovalRain Removal | CodeCode Available | 2 | 5 |
| KBNet: Kernel Basis Network for Image Restoration | Mar 6, 2023 | Color Image DenoisingDeblurring | CodeCode Available | 2 | 5 |
| EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models | Oct 30, 2024 | DeblurringEnsemble Learning | CodeCode Available | 2 | 5 |
| Content-Aware Transformer for All-in-one Image Restoration | Apr 7, 2025 | AllImage Restoration | CodeCode Available | 2 | 5 |
| FreqMamba: Viewing Mamba from a Frequency Perspective for Image Deraining | Apr 15, 2024 | MambaRain Removal | CodeCode Available | 2 | 5 |
| A Hybrid Transformer-Mamba Network for Single Image Deraining | Aug 31, 2024 | MambaRain Removal | CodeCode Available | 2 | 5 |
| Degradation-Aware Feature Perturbation for All-in-One Image Restoration | May 19, 2025 | AllDeblurring | CodeCode Available | 2 | 5 |
| Dynamic Pre-training: Towards Efficient and Scalable All-in-One Image Restoration | Apr 2, 2024 | AllDecoder | CodeCode Available | 2 | 5 |
| Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration | Jun 26, 2024 | Contrastive LearningDeblurring | CodeCode Available | 2 | 5 |
| Adapt or Perish: Adaptive Sparse Transformer with Attentive Feature Refinement for Image Restoration | Jan 1, 2024 | Image RestorationRaindrop Removal | CodeCode Available | 2 | 5 |
| Learning A Spiking Neural Network for Efficient Image Deraining | May 10, 2024 | Image ReconstructionRain Removal | CodeCode Available | 2 | 5 |
| Learning A Sparse Transformer Network for Effective Image Deraining | Mar 21, 2023 | Image ReconstructionImage Restoration | CodeCode Available | 2 | 5 |
