| SwinIR: Image Restoration Using Swin Transformer | Aug 23, 2021 | Color Image DenoisingDenoising | CodeCode Available | 3 | 5 |
| KBNet: Kernel Basis Network for Image Restoration | Mar 6, 2023 | Color Image DenoisingDeblurring | CodeCode Available | 2 | 5 |
| Improving Image Restoration by Revisiting Global Information Aggregation | Dec 8, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 2 | 5 |
| Restormer: Efficient Transformer for High-Resolution Image Restoration | Nov 18, 2021 | Color Image DenoisingDeblurring | CodeCode Available | 1 | 5 |
| CDLNet: Robust and Interpretable Denoising Through Deep Convolutional Dictionary Learning | Mar 5, 2021 | DenoisingDictionary Learning | CodeCode Available | 1 | 5 |
| Adversarial Distortion Learning for Medical Image Denoising | Apr 29, 2022 | Color Image DenoisingDenoising | CodeCode Available | 1 | 5 |
| Fast and Interpretable Nonlocal Neural Networks for Image Denoising via Group-Sparse Convolutional Dictionary Learning | Jun 2, 2023 | DenoisingDictionary Learning | CodeCode Available | 0 | 5 |
| LIDIA: Lightweight Learned Image Denoising with Instance Adaptation | Nov 17, 2019 | DenoisingGrayscale Image Denoising | CodeCode Available | 0 | 5 |
| Index Network | Aug 11, 2019 | DecoderDenoising | CodeCode Available | 0 | 5 |
| Neural Affine Grayscale Image Denoising | Sep 17, 2017 | DenoisingGrayscale Image Denoising | —Unverified | 0 | 0 |
| Hierarchical Information Flow for Generalized Efficient Image Restoration | Nov 27, 2024 | Color Image DenoisingGrayscale Image Denoising | —Unverified | 0 | 0 |
| Fractal-IR: A Unified Framework for Efficient and Scalable Image Restoration | Mar 22, 2025 | DeblurringDemosaicking | —Unverified | 0 | 0 |
| SwinIA: Self-Supervised Blind-Spot Image Denoising without Convolutions | May 9, 2023 | Color Image DenoisingDenoising | —Unverified | 0 | 0 |
