| HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution | ✓ Link | 35.35 | 0.9347 | HMA† | 2024-05-08 |
| DRCT: Saving Image Super-resolution away from Information Bottleneck | ✓ Link | 35.32 | 0.9348 | DRCT-L | 2024-03-31 |
| CFAT: Unleashing Triangular Windows for Image Super-resolution | ✓ Link | 35.31 | 0.934 | CFAT | 2024-01-01 |
| Activating More Pixels in Image Super-Resolution Transformer | ✓ Link | 35.28 | 0.9345 | HAT-L | 2022-05-09 |
| WARP: Wide Attention with Rich Projections for Image Super-Resolution | | 35.24 | | WARP | 2026-09-08 |
| SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution | ✓ Link | 35.21 | | HAT_FIR | 2022-08-24 |
| Hierarchical Information Flow for Generalized Efficient Image Restoration | | 35.2 | 0.938 | Hi-IR-L | 2024-11-27 |
| Dual Aggregation Transformer for Image Super-Resolution | ✓ Link | 35.19 | 0.9334 | DAT+ | 2023-08-07 |
| Image Processing GNN: Breaking Rigidity in Super-Resolution | ✓ Link | 35.19 | 0.9335 | IPG+ | 2024-01-01 |
| Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution | | 35.19 | 0.9335 | CPAT+ | 2024-07-23 |
| DRCT: Saving Image Super-resolution away from Information Bottleneck | ✓ Link | 35.18 | 0.9338 | DRCT | 2024-03-31 |
| Activating More Pixels in Image Super-Resolution Transformer | ✓ Link | 35.16 | 0.9335 | HAT | 2022-05-09 |
| Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution | | 35.16 | 0.9334 | CPAT | 2024-07-23 |
| SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution | ✓ Link | 35.15 | 0.9330 | SwinFIR | 2022-08-24 |
| On Efficient Transformer-Based Image Pre-training for Low-Level Vision | ✓ Link | 35.13 | 0.9328 | EDT-B | 2021-12-19 |
| Accurate Image Restoration with Attention Retractable Transformer | | 35.07 | 0.9325 | ART | 2022-10-04 |
| SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 34.97 | 0.9318 | SwinIR | 2021-08-23 |
| Latent Modulated Function for Computational Optimal Continuous Image Representation | ✓ Link | 34.94 | | LM-CiaoSR (SwinIR encoder) | 2024-04-25 |
| Local Texture Estimator for Implicit Representation Function | ✓ Link | 34.89 | | LTE | 2021-11-17 |
| Densely Residual Laplacian Super-Resolution | ✓ Link | 34.86 | 0.9307 | DRLN+ | 2019-06-28 |
| Single Image Super-Resolution via a Holistic Attention Network | ✓ Link | 34.85 | 0.9300 | HAN+ | 2020-08-20 |
| Pre-Trained Image Processing Transformer | ✓ Link | 34.81 | | IPT | 2020-12-01 |
| TSP-Mamba: The Travelling Salesman Problem Meets Mamba for Image Super-resolution and Beyond | | 34.8 | | TSP-Mamba | 2025-06-11 |
| Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining | ✓ Link | 34.74 | 0.9300 | CSNLN | 2020-06-02 |
| Feature-domain Adaptive Contrastive Distillation for Efficient Single Image Super-Resolution | | 34.729 | | FACD | 2022-11-29 |
| Feedback Network for Image Super-Resolution | ✓ Link | 34.70 | | SRFBN | 2019-03-23 |
| ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer | ✓ Link | 34.7 | 0.9302 | ML-CrAIST | 2024-08-19 |
| Resolution Enhancement Processing on Low Quality Images Using Swin Transformer Based on Interval Dense Connection Strategy | ✓ Link | 34.69 | 0.9296 | SwinOIR | 2023-03-16 |
| Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution | | 34.65 | 0.9289 | PMRN+ | 2020-07-19 |
| ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer | ✓ Link | 34.58 | 0.9294 | ML-CrAIST-Li | 2024-08-19 |
| Lightweight Image Super-Resolution with Information Multi-distillation Network | ✓ Link | 34.36 | | IMDN | 2019-09-26 |
| Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers | ✓ Link | 34.34 | | AdaFM-Net | 2019-04-17 |
| Multi-level Wavelet-CNN for Image Restoration | ✓ Link | 34.17 | | MWCNN | 2018-05-18 |
| Lightweight Feature Fusion Network for Single Image Super-Resolution | ✓ Link | 34.04 | 0.9233 | LFFN-S | 2019-02-15 |
| LCSCNet: Linear Compressing Based Skip-Connecting Network for Image Super-Resolution | ✓ Link | 33.99 | | LCSCNet | 2019-09-09 |
| Neural Nearest Neighbors Networks | ✓ Link | 33.84 | | N3Net | 2018-10-30 |
| Image Restoration Using Convolutional Auto-encoders with Symmetric Skip Connections | ✓ Link | 33.82 | 0.923 | RED30 | 2016-06-29 |
| Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising | ✓ Link | 33.75 | | DnCNN-3 | 2016-08-13 |
| Image Restoration Using Deep Regulated Convolutional Networks | ✓ Link | 33.43 | | RC-Net | 2019-10-19 |
| Learning Deep CNN Denoiser Prior for Image Restoration | ✓ Link | 31.26 | | Deep CNN Denoiser | 2017-04-11 |
| Hypernetwork-Based Adaptive Image Restoration | ✓ Link | 29.77 | 0.84 | HyperRes | 2022-06-13 |