| MambaIR: A Simple Baseline for Image Restoration with State-Space Model | ✓ Link | 32.24 | | MambaIR (Gaussian denoising, σ=25) | 2024-02-23 |
| Improving Image Restoration through Removing Degradations in Textual Representations | ✓ Link | 31.97 | | TextualDegRemoval + Restormer (Gaussian denoising, σ=25) (extra data) | 2023-12-28 |
| MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | ✓ Link | 31.88 | | MaIR+ (Gaussian denoising, σ=25) | 2024-12-28 |
| SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 31.78 | | SwinIR (color Gaussian denoising, σ=25) | 2021-08-23 |
| AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation | ✓ Link | 31.72 | 0.897 | AdaIR (single-task Gaussian denoising, σ=25) | 2024-03-21 |
| PromptIR: Prompting for All-in-One Blind Image Restoration | ✓ Link | 31.71 | 0.897 | PromptIR (single-task, Gaussian denoising σ=25) | 2023-06-22 |
| InstructIR: High-Quality Image Restoration Following Human Instructions | ✓ Link | 31.52 | | InstructIR-3D (Gaussian denoising, σ=25) (extra data) | 2024-01-29 |
| Retrieve-to-Restore: Efficient All-in-One Image Restoration with a Retrieval-Based Degradation Bank | ✓ Link | 31.45 | 0.895 | R2R | 2026-06-03 |
| Universal Image Restoration Pre-training via Masked Degradation Classification | ✓ Link | 31.41 | 0.894 | MaskDCPT-NAFNet (5D joint, Gaussian denoising σ=25) (extra data) | 2025-10-15 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | ✓ Link | 31.14 | 0.8777 | Denoising-ODE (Gaussian denoising, σ=25) | 2023-01-27 |
| Transfer CLIP for Generalizable Image Denoising | | 31.02 | 0.878 | CLIPDenoising | 2024-03-22 |
| Pruning Overparameterized Multi-Task Networks for Degraded Web Image Restoration | ✓ Link | 30.83 | 0.8772 | MIR-L-G (all-in-one) (extra data) | 2025-10-16 |