Metric: PSNR (higher is better)
| # | Model↕ | PSNR▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HMA† | 33.38 | Yes | HMANet: Hybrid Multi-Axis Aggregation Network fo... | 2024-05-08 | Code |
| 2 | HAT-L | 33.3 | No | Activating More Pixels in Image Super-Resolution... | 2022-05-09 | Code |
| 3 | CPAT+ | 33.24 | No | Channel-Partitioned Windowed Attention And Frequ... | 2024-07-23 | - |
| 4 | Hi-IR-L | 33.22 | No | Hierarchical Information Flow for Generalized Ef... | 2024-11-27 | - |
| 5 | CPAT | 33.19 | No | Channel-Partitioned Windowed Attention And Frequ... | 2024-07-23 | - |
| 6 | MaIR+ | 33.14 | No | MaIR: A Locality- and Continuity-Preserving Mamb... | 2024-12-28 | Code |
| 7 | MaIR | 32.93 | No | MaIR: A Locality- and Continuity-Preserving Mamb... | 2024-12-28 | Code |
| 8 | EDSR | 32.46 | No | Enhanced Deep Residual Networks for Single Image... | 2017-07-10 | Code |
| 9 | ML-CrAIST | 32.36 | No | ML-CrAIST: Multi-scale Low-high Frequency Inform... | 2024-08-19 | Code |
| 10 | ML-CrAIST-Li | 32.15 | No | ML-CrAIST: Multi-scale Low-high Frequency Inform... | 2024-08-19 | Code |
| 11 | SRCNN | 30.49 | No | Image Super-Resolution Using Deep Convolutional ... | 2014-12-31 | Code |
| 12 | SRGAN | 29.4 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |