| 1 | Edge-informed SR | 0.894 | No | Edge-Informed Single Image Super-Resolution | 2019-09-11 | Code |
| 2 | SRResNet | 0.8184 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |
| 3 | DRCN | 0.8074 | No | Deeply-Recursive Convolutional Network for Image... | 2015-11-14 | Code |
| 4 | Hi-IR-L | 0.8041 | No | Hierarchical Information Flow for Generalized Ef... | 2024-11-27 | - |
| 5 | DRCT-L | 0.8025 | No | DRCT: Saving Image Super-resolution away from In... | 2024-03-31 | Code |
| 6 | HMA† | 0.8019 | Yes | HMANet: Hybrid Multi-Axis Aggregation Network fo... | 2024-05-08 | Code |
| 7 | HAT-L | 0.8015 | Yes | Activating More Pixels in Image Super-Resolution... | 2022-05-09 | Code |
| 8 | ESPCN | 0.8004 | No | Real-Time Single Image and Video Super-Resolutio... | 2016-09-16 | Code |
| 9 | DRCT | 0.8003 | No | DRCT: Saving Image Super-resolution away from In... | 2024-03-31 | Code |
| 10 | HAT | 0.8001 | No | Activating More Pixels in Image Super-Resolution... | 2022-05-09 | Code |
| 11 | CPAT+ | 0.7996 | No | Channel-Partitioned Windowed Attention And Frequ... | 2024-07-23 | - |
| 12 | SwinFIR | 0.7993 | No | SwinFIR: Revisiting the SwinIR with Fast Fourier... | 2022-08-24 | Code |
| 13 | CPAT | 0.7991 | No | Channel-Partitioned Windowed Attention And Frequ... | 2024-07-23 | - |
| 14 | CFAT | 0.7985 | No | - | - | Code |
| 15 | DAT+ | 0.7983 | No | Dual Aggregation Transformer for Image Super-Res... | 2023-08-07 | Code |
| 16 | RGT+ | 0.7979 | No | Recursive Generalization Transformer for Image S... | 2023-03-11 | Code |
| 17 | PFT | 0.7978 | No | Progressive Focused Transformer for Single Image... | 2025-03-26 | Code |
| 18 | MaIR+ | 0.7974 | No | MaIR: A Locality- and Continuity-Preserving Mamb... | 2024-12-28 | Code |
| 19 | ATD | 0.7974 | No | Transcending the Limit of Local Window: Advanced... | 2024-01-16 | Code |
| 20 | DAT | 0.7973 | No | Dual Aggregation Transformer for Image Super-Res... | 2023-08-07 | Code |
| 21 | Contrast | 0.7973 | No | - | - | - |
| 22 | RGT | 0.7972 | No | Recursive Generalization Transformer for Image S... | 2023-03-11 | Code |
| 23 | MambaIR | 0.7961 | No | MambaIR: A Simple Baseline for Image Restoration... | 2024-02-23 | Code |
| 24 | MaIR | 0.7958 | No | MaIR: A Locality- and Continuity-Preserving Mamb... | 2024-12-28 | Code |
| 25 | SwinIR | 0.7958 | No | SwinIR: Image Restoration Using Swin Transformer | 2021-08-23 | Code |
| 26 | S-RFN | 0.7946 | No | Progressive Perception-Oriented Network for Sing... | 2019-07-24 | Code |
| 27 | MAN+ | 0.7941 | No | Multi-scale Attention Network for Single Image S... | 2022-09-28 | Code |
| 28 | MAN | 0.7934 | No | Multi-scale Attention Network for Single Image S... | 2022-09-28 | Code |
| 29 | SPSR | 0.793 | No | Structure-Preserving Super Resolution with Gradi... | 2020-03-29 | Code |
| 30 | DRLN-BAM | 0.7925 | No | BAM: A Balanced Attention Mechanism for Single I... | 2021-04-15 | Code |
| 31 | SAN | 0.7921 | No | - | - | Code |
| 32 | SRGAN + Residual-in-Residual Dense Block | 0.7917 | No | ESRGAN: Enhanced Super-Resolution Generative Adv... | 2018-09-01 | Code |
| 33 | DRLN+ | 0.7914 | No | Densely Residual Laplacian Super-Resolution | 2019-06-28 | Code |
| 34 | ELAN | 0.7914 | No | Efficient Long-Range Attention Network for Image... | 2022-03-13 | Code |
| 35 | DBPN-RES-MR64-3 | 0.791 | No | Deep Back-Projection Networks for Single Image S... | 2019-04-04 | Code |
| 36 | HAN+ | 0.7907 | No | Single Image Super-Resolution via a Holistic Att... | 2020-08-20 | Code |
| 37 | PFF | 0.7904 | No | Image Reconstruction with Predictive Filter Flow | 2018-11-28 | Code |
| 38 | ML-CrAIST | 0.7895 | No | ML-CrAIST: Multi-scale Low-high Frequency Inform... | 2024-08-19 | Code |
| 39 | SwinOIR | 0.7892 | No | Resolution Enhancement Processing on Low Quality... | 2023-03-16 | Code |
| 40 | ABPN | 0.789 | No | Image Super-Resolution via Attention based Back ... | 2019-10-10 | Code |
| 41 | RCAN | 0.7889 | No | Image Super-Resolution Using Very Deep Residual ... | 2018-07-08 | Code |
| 42 | CSNLN | 0.7888 | No | Image Super-Resolution with Cross-Scale Non-Loca... | 2020-06-02 | Code |
| 43 | GMFN | 0.7888 | No | Gated Multiple Feedback Network for Image Super-... | 2019-07-09 | Code |
| 44 | HiT-SRF | 0.788 | No | HiT-SR: Hierarchical Transformer for Efficient I... | 2024-07-08 | - |
| 45 | EDSR | 0.7876 | No | Enhanced Deep Residual Networks for Single Image... | 2017-07-10 | Code |
| 46 | HiT-SiR | 0.7873 | No | HiT-SR: Hierarchical Transformer for Efficient I... | 2024-07-08 | - |
| 47 | HiT-SNG | 0.7873 | No | HiT-SR: Hierarchical Transformer for Efficient I... | 2024-07-08 | - |
| 48 | CRAFT | 0.7872 | No | Exploring Frequency-Inspired Optimization in Tra... | 2023-08-09 | Code |
| 49 | RDN | 0.7871 | No | Residual Dense Network for Image Super-Resolution | 2018-02-24 | Code |
| 50 | CAMixerSR | 0.787 | No | CAMixerSR: Only Details Need More "Attention" | 2024-02-29 | Code |
| 51 | SRFBN | 0.7868 | No | Feedback Network for Image Super-Resolution | 2019-03-23 | Code |
| 52 | DUKD | 0.7866 | No | Data Upcycling Knowledge Distillation for Image ... | 2023-09-25 | Code |
| 53 | ML-CrAIST-Li | 0.7863 | No | ML-CrAIST: Multi-scale Low-high Frequency Inform... | 2024-08-19 | Code |
| 54 | D-DBPN | 0.786 | No | Deep Back-Projection Networks For Super-Resolution | 2018-03-07 | Code |
| 55 | ELAN-light | 0.7858 | No | Efficient Long-Range Attention Network for Image... | 2022-03-13 | Code |
| 56 | Manifold Simplification | 0.7856 | No | Beyond Deep Residual Learning for Image Restorat... | 2016-11-19 | Code |
| 57 | HBPN | 0.785 | No | Hierarchical Back Projection Network for Image S... | 2019-06-17 | Code |
| 58 | CFSR | 0.7842 | No | Transforming Image Super-Resolution: A ConvForme... | 2024-01-11 | Code |
| 59 | SESR | 0.784 | No | SESR: Single Image Super Resolution with Recursi... | 2018-01-31 | Code |
| 60 | SPAN | 0.7834 | No | Swift Parameter-free Attention Network for Effic... | 2023-11-21 | Code |
| 61 | Extracter-rec | 0.782 | No | EXTRACTER: Efficient Texture Matching with Atten... | 2023-10-02 | Code |
| 62 | MWCNN | 0.7816 | No | Multi-level Wavelet-CNN for Image Restoration | 2018-05-18 | Code |
| 63 | SAFMN | 0.7813 | No | Spatially-Adaptive Feature Modulation for Effici... | 2023-02-27 | Code |
| 64 | CARN | 0.7806 | No | Fast, Accurate, and Lightweight Super-Resolution... | 2018-03-23 | Code |
| 65 | BSRN | 0.7803 | No | Lightweight and Efficient Image Super-Resolution... | 2018-11-30 | Code |
| 66 | SRRAM | 0.78 | No | MAMNet: Multi-path Adaptive Modulation Network f... | 2018-11-29 | Code |
| 67 | LESRCNN-S | 0.7776 | No | Lightweight image super-resolution with enhanced... | 2020-07-08 | Code |
| 68 | ENet-E | 0.7774 | No | EnhanceNet: Single Image Super-Resolution Throug... | 2016-12-23 | Code |
| 69 | LESRCNN | 0.7772 | No | Lightweight image super-resolution with enhanced... | 2020-07-08 | Code |
| 70 | SRMDNF | 0.777 | No | Learning a Single Convolutional Super-Resolution... | 2017-12-17 | Code |
| 71 | DSRNet | 0.776 | No | Image super-resolution via dynamic network | 2023-10-16 | Code |
| 72 | NLRN | 0.7745 | No | Non-Local Recurrent Network for Image Restoration | 2018-06-07 | Code |
| 73 | RL-CSC | 0.7741 | No | Image Super-Resolution via RL-CSC: When Residual... | 2018-12-31 | - |
| 74 | SVAN | 0.7736 | No | Efficient Image Super-Resolution via Symmetric V... | 2024-01-17 | - |
| 75 | IDN | 0.773 | No | Fast and Accurate Single Image Super-Resolution ... | 2018-03-26 | Code |
| 76 | MemNet | 0.7723 | No | MemNet: A Persistent Memory Network for Image Re... | 2017-08-07 | Code |
| 77 | CSRCNN | 0.772 | No | Cascade Convolutional Neural Network for Image S... | 2020-08-24 | - |
| 78 | LapSR | 0.772 | No | Deep Laplacian Pyramid Networks for Fast and Acc... | 2017-04-12 | Code |
| 79 | RED30 | 0.7718 | No | Image Restoration Using Convolutional Auto-encod... | 2016-06-29 | Code |
| 80 | DSRN | 0.77 | No | Image Super-Resolution via Dual-State Recurrent ... | 2018-05-07 | Code |
| 81 | DnCNN-3 | 0.7672 | No | Beyond a Gaussian Denoiser: Residual Learning of... | 2016-08-13 | Code |
| 82 | ZSSR | 0.7651 | No | "Zero-Shot" Super-Resolution using Deep Internal... | 2017-12-17 | Code |
| 83 | MSSRNet | 0.7631 | No | Single Image Super-Resolution with Dilated Convo... | 2017-07-22 | Code |
| 84 | SPMC | 0.76 | No | Detail-revealing Deep Video Super-resolution | 2017-04-10 | Code |
| 85 | SRCNN | 0.7513 | No | Image Super-Resolution Using Deep Convolutional ... | 2014-12-31 | Code |
| 86 | bicubic | 0.7486 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |
| 87 | AESOP | 0.7438 | No | Auto-Encoded Supervision for Perceptual Image Su... | 2024-11-28 | Code |
| 88 | 4PP-EUSR | 0.7419 | No | Deep Learning-based Image Super-Resolution Consi... | 2018-09-13 | Code |
| 89 | PMRN+ | 0.7405 | No | Sequential Hierarchical Learning with Distributi... | 2020-07-19 | - |
| 90 | SRGAN | 0.7397 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |
| 91 | nearest neighbors | 0.71 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |
| 92 | SFT-GAN | 0.694 | No | Recovering Realistic Texture in Image Super-reso... | 2018-04-09 | Code |