| 1 | DRCT-L | 29.54 | No | DRCT: Saving Image Super-resolution away from In... | 2024-03-31 | Code |
| 2 | HMA† | 29.51 | Yes | HMANet: Hybrid Multi-Axis Aggregation Network fo... | 2024-05-08 | Code |
| 3 | Hi-IR-L | 29.49 | No | Hierarchical Information Flow for Generalized Ef... | 2024-11-27 | - |
| 4 | HAT-L | 29.47 | Yes | Activating More Pixels in Image Super-Resolution... | 2022-05-09 | Code |
| 5 | HAT_FIR | 29.44 | No | SwinFIR: Revisiting the SwinIR with Fast Fourier... | 2022-08-24 | Code |
| 6 | DRCT | 29.4 | No | DRCT: Saving Image Super-resolution away from In... | 2024-03-31 | Code |
| 7 | HAT | 29.38 | No | Activating More Pixels in Image Super-Resolution... | 2022-05-09 | Code |
| 8 | CPAT+ | 29.36 | No | Channel-Partitioned Windowed Attention And Frequ... | 2024-07-23 | - |
| 9 | SwinFIR | 29.36 | No | SwinFIR: Revisiting the SwinIR with Fast Fourier... | 2022-08-24 | Code |
| 10 | CPAT | 29.34 | No | Channel-Partitioned Windowed Attention And Frequ... | 2024-07-23 | - |
| 11 | CFAT | 29.3 | No | - | - | Code |
| 12 | DAT+ | 29.29 | No | Dual Aggregation Transformer for Image Super-Res... | 2023-08-07 | Code |
| 13 | PFT | 29.29 | No | Progressive Focused Transformer for Single Image... | 2025-03-26 | Code |
| 14 | RGT+ | 29.28 | No | Recursive Generalization Transformer for Image S... | 2023-03-11 | Code |
| 15 | MaIR+ | 29.28 | No | MaIR: A Locality- and Continuity-Preserving Mamb... | 2024-12-28 | Code |
| 16 | ATD | 29.24 | No | Transcending the Limit of Local Window: Advanced... | 2024-01-16 | Code |
| 17 | DAT | 29.23 | No | Dual Aggregation Transformer for Image Super-Res... | 2023-08-07 | Code |
| 18 | RGT | 29.23 | No | Recursive Generalization Transformer for Image S... | 2023-03-11 | Code |
| 19 | Contrast | 29.2 | No | - | - | - |
| 20 | MambaIR | 29.2 | No | MambaIR: A Simple Baseline for Image Restoration... | 2024-02-23 | Code |
| 21 | MaIR | 29.2 | No | MaIR: A Locality- and Continuity-Preserving Mamb... | 2024-12-28 | Code |
| 22 | SwinIR | 29.15 | No | SwinIR: Image Restoration Using Swin Transformer | 2021-08-23 | Code |
| 23 | MAN+ | 29.12 | No | Multi-scale Attention Network for Single Image S... | 2022-09-28 | Code |
| 24 | DRLN-BAM | 29.08 | No | BAM: A Balanced Attention Mechanism for Single I... | 2021-04-15 | Code |
| 25 | MAN | 29.07 | No | Multi-scale Attention Network for Single Image S... | 2022-09-28 | Code |
| 26 | LTE | 29.06 | No | Local Texture Estimator for Implicit Representat... | 2021-11-17 | Code |
| 27 | SAN | 29.05 | No | - | - | Code |
| 28 | DBPN-RES-MR64-3 | 29.03 | No | Deep Back-Projection Networks for Single Image S... | 2019-04-04 | Code |
| 29 | DRLN+ | 29.02 | No | Densely Residual Laplacian Super-Resolution | 2019-06-28 | Code |
| 30 | SRGAN + Residual-in-Residual Dense Block | 28.99 | No | ESRGAN: Enhanced Super-Resolution Generative Adv... | 2018-09-01 | Code |
| 31 | HAN+ | 28.99 | No | Single Image Super-Resolution via a Holistic Att... | 2020-08-20 | Code |
| 32 | PFF | 28.98 | No | Image Reconstruction with Predictive Filter Flow | 2018-11-28 | Code |
| 33 | ELAN | 28.96 | No | Efficient Long-Range Attention Network for Image... | 2022-03-13 | Code |
| 34 | CSNLN | 28.95 | No | Image Super-Resolution with Cross-Scale Non-Loca... | 2020-06-02 | Code |
| 35 | RFN | 28.95 | No | Progressive Perception-Oriented Network for Sing... | 2019-07-24 | Code |
| 36 | ABPN | 28.94 | No | Image Super-Resolution via Attention based Back ... | 2019-10-10 | Code |
| 37 | ProSR | 28.94 | No | A Fully Progressive Approach to Single-Image Sup... | 2018-04-09 | Code |
| 38 | SwinOIR | 28.92 | No | Resolution Enhancement Processing on Low Quality... | 2023-03-16 | Code |
| 39 | RCAN | 28.87 | No | Image Super-Resolution Using Very Deep Residual ... | 2018-07-08 | Code |
| 40 | HiT-SRF | 28.87 | No | HiT-SR: Hierarchical Transformer for Efficient I... | 2024-07-08 | - |
| 41 | CRAFT | 28.85 | No | Exploring Frequency-Inspired Optimization in Tra... | 2023-08-09 | Code |
| 42 | GMFN | 28.84 | No | Gated Multiple Feedback Network for Image Super-... | 2019-07-09 | Code |
| 43 | HiT-SiR | 28.84 | No | HiT-SR: Hierarchical Transformer for Efficient I... | 2024-07-08 | - |
| 44 | HiT-SNG | 28.83 | No | HiT-SR: Hierarchical Transformer for Efficient I... | 2024-07-08 | - |
| 45 | CAMixerSR | 28.82 | No | CAMixerSR: Only Details Need More "Attention" | 2024-02-29 | Code |
| 46 | D-DBPN | 28.82 | No | Deep Back-Projection Networks For Super-Resolution | 2018-03-07 | Code |
| 47 | RDN | 28.81 | No | Residual Dense Network for Image Super-Resolution | 2018-02-24 | Code |
| 48 | SRFBN | 28.81 | No | Feedback Network for Image Super-Resolution | 2019-03-23 | Code |
| 49 | EDSR | 28.8 | No | Enhanced Deep Residual Networks for Single Image... | 2017-07-10 | Code |
| 50 | DUKD | 28.8 | No | Data Upcycling Knowledge Distillation for Image ... | 2023-09-25 | Code |
| 51 | Manifold Simplification | 28.8 | No | Beyond Deep Residual Learning for Image Restorat... | 2016-11-19 | Code |
| 52 | ELAN-light | 28.78 | No | Efficient Long-Range Attention Network for Image... | 2022-03-13 | Code |
| 53 | CFSR | 28.73 | No | Transforming Image Super-Resolution: A ConvForme... | 2024-01-11 | Code |
| 54 | HBPN | 28.67 | No | Hierarchical Back Projection Network for Image S... | 2019-06-17 | Code |
| 55 | SPAN | 28.66 | No | Swift Parameter-free Attention Network for Effic... | 2023-11-21 | Code |
| 56 | SAFMN | 28.6 | No | Spatially-Adaptive Feature Modulation for Effici... | 2023-02-27 | Code |
| 57 | CARN | 28.6 | No | Fast, Accurate, and Lightweight Super-Resolution... | 2018-03-23 | Code |
| 58 | IMDN | 28.58 | No | Lightweight Image Super-Resolution with Informat... | 2019-09-26 | Code |
| 59 | BSRN | 28.56 | No | Lightweight and Efficient Image Super-Resolution... | 2018-11-30 | Code |
| 60 | SRRAM | 28.54 | No | MAMNet: Multi-path Adaptive Modulation Network f... | 2018-11-29 | Code |
| 61 | ML-CrAIST | 28.53 | No | ML-CrAIST: Multi-scale Low-high Frequency Inform... | 2024-08-19 | Code |
| 62 | SRResNet | 28.49 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |
| 63 | CSRCNN | 28.47 | No | Cascade Convolutional Neural Network for Image S... | 2020-08-24 | - |
| 64 | LESRCNN | 28.44 | No | Lightweight image super-resolution with enhanced... | 2020-07-08 | Code |
| 65 | LESRCNN-S | 28.43 | No | Lightweight image super-resolution with enhanced... | 2020-07-08 | Code |
| 66 | ENet-E | 28.42 | No | EnhanceNet: Single Image Super-Resolution Throug... | 2016-12-23 | Code |
| 67 | MWCNN | 28.41 | No | Multi-level Wavelet-CNN for Image Restoration | 2018-05-18 | Code |
| 68 | ML-CrAIST-Li | 28.4 | No | ML-CrAIST: Multi-scale Low-high Frequency Inform... | 2024-08-19 | Code |
| 69 | DSRNet | 28.38 | No | Image super-resolution via dynamic network | 2023-10-16 | Code |
| 70 | NLRN | 28.36 | No | Non-Local Recurrent Network for Image Restoration | 2018-06-07 | Code |
| 71 | SRMDNF | 28.35 | No | Learning a Single Convolutional Super-Resolution... | 2017-12-17 | Code |
| 72 | SESR | 28.32 | No | SESR: Single Image Super Resolution with Recursi... | 2018-01-31 | Code |
| 73 | SVAN | 28.3 | No | Efficient Image Super-Resolution via Symmetric V... | 2024-01-17 | - |
| 74 | RL-CSC | 28.29 | No | Image Super-Resolution via RL-CSC: When Residual... | 2018-12-31 | - |
| 75 | MemNet | 28.26 | No | MemNet: A Persistent Memory Network for Image Re... | 2017-08-07 | Code |
| 76 | IDN | 28.25 | No | Fast and Accurate Single Image Super-Resolution ... | 2018-03-26 | Code |
| 77 | LapSR | 28.19 | No | Deep Laplacian Pyramid Networks for Fast and Acc... | 2017-04-12 | Code |
| 78 | Extracter-rec | 28.09 | No | EXTRACTER: Efficient Texture Matching with Atten... | 2023-10-02 | Code |
| 79 | DSRN | 28.07 | No | Image Super-Resolution via Dual-State Recurrent ... | 2018-05-07 | Code |
| 80 | DnCNN-3 | 28.04 | No | Beyond a Gaussian Denoiser: Residual Learning of... | 2016-08-13 | Code |
| 81 | DRCN | 28.02 | No | Deeply-Recursive Convolutional Network for Image... | 2015-11-14 | Code |
| 82 | ZSSR | 28.01 | No | "Zero-Shot" Super-Resolution using Deep Internal... | 2017-12-17 | Code |
| 83 | IA | 27.88 | No | Seven ways to improve example-based single image... | 2015-11-06 | - |
| 84 | RED30 | 27.86 | No | Image Restoration Using Convolutional Auto-encod... | 2016-06-29 | Code |
| 85 | MSSRNet | 27.83 | No | Single Image Super-Resolution with Dilated Convo... | 2017-07-22 | Code |
| 86 | PMRN+ | 27.72 | No | Sequential Hierarchical Learning with Distributi... | 2020-07-19 | - |
| 87 | TNRD | 27.68 | No | Trainable Nonlinear Reaction Diffusion: A Flexib... | 2015-08-12 | - |
| 88 | ESPCN | 27.66 | No | Real-Time Single Image and Video Super-Resolutio... | 2016-09-16 | Code |
| 89 | DeepRED | 27.63 | No | DeepRED: Deep Image Prior Powered by RED | 2019-03-25 | Code |
| 90 | 4PP-EUSR | 27.6222 | No | Deep Learning-based Image Super-Resolution Consi... | 2018-09-13 | Code |
| 91 | Deep CNN Denoiser | 27.59 | No | Learning Deep CNN Denoiser Prior for Image Resto... | 2017-04-11 | Code |
| 92 | SPMC | 27.57 | No | Detail-revealing Deep Video Super-resolution | 2017-04-10 | Code |
| 93 | SRCNN | 27.5 | No | Image Super-Resolution Using Deep Convolutional ... | 2014-12-31 | Code |
| 94 | FAFR* | 27.48 | No | Image Super-resolution via Feature-augmented Ran... | 2017-12-14 | Code |
| 95 | AESOP | 27.421 | No | Auto-Encoded Supervision for Perceptual Image Su... | 2024-11-28 | Code |
| 96 | JMPF+ | 27.37 | No | Joint Maximum Purity Forest with Application to ... | 2017-08-30 | Code |
| 97 | SPSR | 26.64 | No | Structure-Preserving Super Resolution with Gradi... | 2020-03-29 | Code |
| 98 | Deep Mean-Shift Priors | 26.22 | No | Deep Mean-Shift Priors for Image Restoration | 2017-09-12 | Code |
| 99 | SFT-GAN | 26.13 | No | Recovering Realistic Texture in Image Super-reso... | 2018-04-09 | Code |
| 100 | SRGAN | 25.99 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |
| 101 | Edge-informed SR | 25.19 | No | Edge-Informed Single Image Super-Resolution | 2019-09-11 | Code |
| 102 | nearest neighbors | 24.64 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |