Hierarchical Information Flow for Generalized Efficient Image Restoration | | 0.9366 | 33.13 | | | | Hi-IR-L | 2024-11-27 |
DRCT: Saving Image Super-resolution away from Information Bottleneck | ✓ Link | 0.9347 | 33.14 | | | | DRCT-L | 2024-03-31 |
HMANet: Hybrid Multi-Axis Aggregation Network for Image Super-Resolution | ✓ Link | 0.9344 | 33.19 | | | | HMA† | 2024-05-08 |
Activating More Pixels in Image Super-Resolution Transformer | ✓ Link | 0.9335 | 33.09 | | | | HAT-L | 2022-05-09 |
DRCT: Saving Image Super-resolution away from Information Bottleneck | ✓ Link | 0.9324 | 32.96 | | | | DRCT | 2024-03-31 |
Activating More Pixels in Image Super-Resolution Transformer | ✓ Link | 0.9319 | 32.87 | | | | HAT | 2022-05-09 |
Channel-Partitioned Windowed Attention And Frequency Learning for Single Image Super-Resolution | | 0.9318 | 32.85 | | | | CPAT+ | 2024-07-23 |
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution | ✓ Link | 0.9314 | 32.83 | | | | SwinFIR | 2022-08-24 |
Progressive Focused Transformer for Single Image Super-Resolution | ✓ Link | 0.9306 | 32.63 | | | | PFT | 2025-03-26 |
Recursive Generalization Transformer for Image Super-Resolution | ✓ Link | 0.9303 | 32.68 | | | | RGT+ | 2023-03-11 |
Dual Aggregation Transformer for Image Super-Resolution | ✓ Link | 0.9301 | 32.67 | | | | DAT+ | 2023-08-07 |
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | ✓ Link | 0.9297 | 32.66 | | | | MaIR+ | 2024-12-28 |
Dual Aggregation Transformer for Image Super-Resolution | ✓ Link | 0.9291 | 32.51 | | | | DAT | 2023-08-07 |
Recursive Generalization Transformer for Image Super-Resolution | ✓ Link | 0.9291 | 32.50 | | | | RGT | 2023-03-11 |
MaIR: A Locality- and Continuity-Preserving Mamba for Image Restoration | ✓ Link | 0.9284 | 32.46 | | | | MaIR | 2024-12-28 |
SwinIR: Image Restoration Using Swin Transformer | ✓ Link | 0.9273 | 32.22 | | | | SwinIR | 2021-08-23 |
Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration | ✓ Link | 0.9229 | 31.75 | | | | +SPN | 2023-09-12 |
Efficient Long-Range Attention Network for Image Super-resolution | ✓ Link | 0.9226 | 31.68 | | | | ELAN | 2022-03-13 |
Second-Order Attention Network for Single Image Super-Resolution | ✓ Link | 0.9222 | 31.66 | | | | SAN | 2019-06-01 |
Densely Residual Laplacian Super-Resolution | ✓ Link | 0.9211 | 31.78 | | | | DRLN+ | 2019-06-28 |
Progressive Perception-Oriented Network for Single Image Super-Resolution | ✓ Link | 0.9211 | | | | | S-RFN | 2019-07-24 |
Image Super-Resolution via Attention based Back Projection Networks | ✓ Link | 0.921 | 31.79 | | | | ABPN | 2019-10-10 |
Deep Back-Projection Networks for Single Image Super-resolution | ✓ Link | 0.921 | 31.74 | | | | DBPN-RES-MR64-3 | 2019-04-04 |
Single Image Super-Resolution via a Holistic Attention Network | ✓ Link | 0.9207 | 31.73 | | | | HAN+ | 2020-08-20 |
Image Super-Resolution with Cross-Scale Non-Local Attention and Exhaustive Self-Exemplars Mining | ✓ Link | 0.9201 | 31.43 | | | | CSNLN | 2020-06-02 |
Hierarchical Back Projection Network for Image Super-Resolution | ✓ Link | 0.92 | 31.57 | | | | HBPN | 2019-06-17 |
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks | ✓ Link | 0.9196 | 31.66 | | | | SRGAN + Residual-in-Residual Dense Block | 2018-09-01 |
Residual Feature Aggregation Network for Image Super-Resolution | | 0.9187 | 31.41 | | | | RFANET | 2020-06-01 |
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer | ✓ Link | 0.9176 | 31.17 | | | | ML-CrAIST | 2024-08-19 |
Gated Multiple Feedback Network for Image Super-Resolution | ✓ Link | 0.9174 | 31.24 | | | | GMFN | 2019-07-09 |
Image Super-Resolution Using Very Deep Residual Channel Attention Networks | ✓ Link | 0.9173 | 31.22 | | | | RCAN | 2018-07-08 |
ML-CrAIST: Multi-scale Low-high Frequency Information-based Cross black Attention with Image Super-resolving Transformer | ✓ Link | 0.9162 | 31.11 | | | | ML-CrAIST-Li | 2024-08-19 |
Feedback Network for Image Super-Resolution | ✓ Link | 0.9160 | 31.15 | | | | SRFBN | 2019-03-23 |
Residual Dense Network for Image Super-Resolution | ✓ Link | 0.9151 | 31.0 | | | | RDN | 2018-02-24 |
Enhanced Deep Residual Networks for Single Image Super-Resolution | ✓ Link | 0.9148 | 31.02 | | | | EDSR | 2017-07-10 |
Sequential Hierarchical Learning with Distribution Transformation for Image Super-Resolution | | 0.9144 | 31.07 | | | | PMRN+ | 2020-07-19 |
Deep Back-Projection Networks For Super-Resolution | ✓ Link | 0.914 | | | | | D-DBPN | 2018-03-07 |
Transforming Image Super-Resolution: A ConvFormer-based Efficient Approach | ✓ Link | 0.9111 | 30.72 | | | | CFSR | 2024-01-11 |
Fast, Accurate, and Lightweight Super-Resolution with Cascading Residual Network | ✓ Link | 0.9082 | 30.40 | | | | CARN | 2018-03-23 |
Lightweight Feature Fusion Network for Single Image Super-Resolution | ✓ Link | 0.8979 | 29.76 | | | | LFFN-S | 2019-02-15 |
MemNet: A Persistent Memory Network for Image Restoration | ✓ Link | 0.8942 | 29.42 | | | | MemNet | 2017-08-07 |
Auto-Encoded Supervision for Perceptual Image Super-Resolution | ✓ Link | 0.888 | 30.061 | 0.0328 | 0.0461 | | AESOP | 2024-11-28 |
Accurate Image Super-Resolution Using Very Deep Convolutional Networks | ✓ Link | 0.8870 | 28.83 | | | | VDSR | 2015-11-14 |
Accelerating the Super-Resolution Convolutional Neural Network | ✓ Link | 0.8610 | 27.90 | | | | FSRCNN | 2016-08-01 |
Image Super-Resolution Using Deep Convolutional Networks | ✓ Link | 0.8555 | 27.58 | | | | SRCNN | 2014-12-31 |
Perception-Oriented Single Image Super-Resolution using Optimal Objective Estimation | ✓ Link | 0.8554 | 28.08 | 0.0351 | 0.0524 | 48.77 | SROOE | 2022-11-24 |
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks | ✓ Link | 0.7866 | 24.89 | | | | bicubic | 2018-09-01 |
SwinFIR: Revisiting the SwinIR with Fast Fourier Convolution and Improved Training for Image Super-Resolution | ✓ Link | | 33.03 | | | | HAT_FIR | 2022-08-24 |
Progressive Perception-Oriented Network for Single Image Super-Resolution | ✓ Link | | 31.59 | | | | RFN | 2019-07-24 |
Lightweight Image Super-Resolution with Information Multi-distillation Network | ✓ Link | | 30.45 | | | | IMDN | 2019-09-26 |