| Image Restoration Through Generalized Ornstein-Uhlenbeck Bridge | ✓ Link | 34.56 | 0.9414 | | | GOUB (Mean-ODE) | 2023-12-16 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | ✓ Link | 33.91 | 0.926 | | | DA-CLIP | 2023-10-02 |
| Forward-only Diffusion Probabilistic Models | ✓ Link | 33.63 | 0.941 | 15.64 | 0.041 | Fod w/ NMC | 2025-05-22 |
| Forward-only Diffusion Probabilistic Models | ✓ Link | 32.56 | 0.925 | 14.10 | 0.038 | FoD | 2025-05-22 |
| Continual Learning-Based Unified Model for Unpaired Image Restoration Tasks | | 32.23 | 0.8434 | | | DA-AGLC-GAN | 2025-07-25 |
| Image Restoration with Mean-Reverting Stochastic Differential Equations | ✓ Link | 31.65 | 0.9041 | 18.64 | 0.047 | IR-SDE | 2023-01-27 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | ✓ Link | 31.46 | 0.904 | | | Restormer | 2021-11-18 |
| DiNAT-IR: Exploring Dilated Neighborhood Attention for High-Quality Image Restoration | | 31.26 | 0.903 | | | DiNAT-IR | 2025-07-23 |
| MCW-Net: Single Image Deraining with Multi-level Connections and Wide Regional Non-local Blocks | ✓ Link | 30.70 | 0.922 | | | MCW-Net | 2020-09-29 |
| HINet: Half Instance Normalization Network for Image Restoration | ✓ Link | 30.65 | 0.894 | | | HINet | 2021-05-13 |
| A Mountain-Shaped Single-Stage Network for Accurate Image Restoration | ✓ Link | 30.64 | 0.892 | | | M3SNet | 2023-05-09 |
| Multi-Stage Progressive Image Restoration | ✓ Link | 30.41 | 0.89 | | | MPRNet | 2021-02-04 |
| Mixed Hierarchy Network for Image Restoration | ✓ Link | 30.34 | | | | MHNet | 2023-02-19 |
| Progressive Image Deraining Networks: A Better and Simpler Baseline | ✓ Link | 29.46 | 0.899 | | | PReNet | 2019-01-26 |
| Multi-Scale Progressive Fusion Network for Single Image Deraining | ✓ Link | 28.66 | 0.86 | | | MSPFN | 2020-03-24 |
| Recurrent Squeeze-and-Excitation Context Aggregation Net for Single Image Deraining | | 26.36 | 0.786 | | | RESCAN | 2018-07-16 |
| Semi-supervised Transfer Learning for Image Rain Removal | ✓ Link | 16.56 | 0.486 | | | SEMI | 2018-07-29 |
| MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | | 0.903 | | | MAXIM | 2022-01-09 |
| Uncertainty Guided Multi-Scale Residual Learning-using a Cycle Spinning CNN for Single Image De-Raining | ✓ Link | | 0.832 | | | UMRL | 2019-06-12 |
| Clearing the Skies: A deep network architecture for single-image rain removal | ✓ Link | | 0.592 | | | DerainNet | 2016-09-07 |
| Density-aware Single Image De-raining using a Multi-stream Dense Network | ✓ Link | | 0.524 | | | DIDMDN | 2018-02-21 |