| CascadedGaze: Efficiency in Global Context Extraction for Image Restoration | ✓ Link | 40.39 | 0.964 | | CGNet | 2024-01-26 |
| KBNet: Kernel Basis Network for Image Restoration | ✓ Link | 40.35 | 0.972 | | KBNet | 2023-03-06 |
| Simple Baselines for Image Restoration | ✓ Link | 40.30 | 0.961 | | NAFNet | 2022-04-10 |
| Single Stage Adaptive Multi-Attention Network for Image Restoration | ✓ Link | 40.08 | 0.962 | | SSAMAN | 2024-04-10 |
| Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training | ✓ Link | 40.07 | 0.960 | | PNGAN | 2022-04-06 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | ✓ Link | 40.02 | 0.960 | | Restormer | 2021-11-18 |
| HINet: Half Instance Normalization Network for Image Restoration | ✓ Link | 39.99 | 0.958 | | HINet | 2021-05-13 |
| MAXIM: Multi-Axis MLP for Image Processing | ✓ Link | 39.96 | 0.960 | | MAXIM-3S | 2022-01-09 |
| Uformer: A General U-Shaped Transformer for Image Restoration | ✓ Link | 39.89 | 0.960 | | Uformer-B | 2021-06-06 |
| Learning Enriched Features for Real Image Restoration and Enhancement | ✓ Link | 39.72 | 0.959 | | MIRNet | 2020-03-15 |
| Selective Residual M-Net for Real Image Denoising | ✓ Link | 39.72 | 0.959 | | SRMNet | 2022-03-03 |
| Multi-Stage Progressive Image Restoration | ✓ Link | 39.71 | 0.958 | | MPRNet | 2021-02-04 |
| AKDT: Adaptive Kernel Dilation Transformer for Effective Image Denoising | ✓ Link | 39.70 | 0.961 | | AKDT | 2025-02-26 |
| CycleISP: Real Image Restoration via Improved Data Synthesis | ✓ Link | 39.52 | 0.957 | | CycleISP | 2020-03-17 |
| Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation | ✓ Link | 39.47 | 0.957 | | DANet+ | 2020-07-12 |
| Spatial-Adaptive Network for Single Image Denoising | ✓ Link | 39.46 | 0.957 | | SADNet | 2020-01-28 |
| Variational Denoising Network: Toward Blind Noise Modeling and Removal | ✓ Link | 39.28 | 0.956 | | VDN | 2019-08-29 |
| Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization | ✓ Link | 38.95 | 0.952 | | AINDNet | 2020-02-26 |
| Real Image Denoising with Feature Attention | ✓ Link | 38.71 | 0.951 | | RIDNet | 2019-04-16 |
| Toward Convolutional Blind Denoising of Real Photographs | ✓ Link | 30.78 | 0.801 | | CBDNet | 2018-07-12 |
| NBNet: Noise Basis Learning for Image Denoising with Subspace Projection | ✓ Link | | 0.973 | | NBNet | 2020-12-30 |
| Dual Residual Attention Network for Image Denoising | ✓ Link | | 0.957 | 39.50 | DRANet | 2023-05-07 |