| Paper | Code | PSNR | SSIM | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| Universal Image Restoration Pre-training via Masked Degradation Classification | ✓ Link | 39.92 | 0.986 | MaskDCPT-NAFNet (5D joint) (extra data) | 2025-10-15 |
| AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation | ✓ Link | 38.90 | 0.985 | AdaIR (single-task deraining) | 2024-03-21 |
| RAM++: Robust Representation Learning via Adaptive Mask for All-in-One Image Restoration | ✓ Link | 38.87 | 0.985 | RAM++ (3-task, 100% fine-tuned) (extra data) | 2025-09-15 |
| InstructIR: High-Quality Image Restoration Following Human Instructions | ✓ Link | 37.98 | 0.978 | InstructIR-3D (extra data) | 2024-01-29 |
| PromptIR: Prompting for All-in-One Blind Image Restoration | ✓ Link | 37.04 | 0.979 | PromptIR (single-task) | 2023-06-22 |
| Controlling Vision-Language Models for Multi-Task Image Restoration | ✓ Link | 36.61 | 0.967 | IR-SDE + DA-CLIP (extra data) | 2023-10-02 |
| PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions | ✓ Link | 31.43 | 0.917 | PixWizard (extra data) | 2024-09-23 |