Metric: SSIM (higher is better)
| # | Model↕ | SSIM▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Hi-IR-L | 0.9103 | No | Hierarchical Information Flow for Generalized Ef... | 2024-11-27 | - |
| 2 | HMA† | 0.9089 | Yes | HMANet: Hybrid Multi-Axis Aggregation Network fo... | 2024-05-08 | Code |
| 3 | HAT-L | 0.9083 | No | Activating More Pixels in Image Super-Resolution... | 2022-05-09 | Code |
| 4 | CPAT+ | 0.9071 | No | Channel-Partitioned Windowed Attention And Frequ... | 2024-07-23 | - |
| 5 | CPAT | 0.9069 | No | Channel-Partitioned Windowed Attention And Frequ... | 2024-07-23 | - |
| 6 | MaIR+ | 0.9058 | No | MaIR: A Locality- and Continuity-Preserving Mamb... | 2024-12-28 | Code |
| 7 | MaIR | 0.9045 | No | MaIR: A Locality- and Continuity-Preserving Mamb... | 2024-12-28 | Code |
| 8 | ML-CrAIST | 0.8984 | No | ML-CrAIST: Multi-scale Low-high Frequency Inform... | 2024-08-19 | Code |
| 9 | EDSR | 0.8968 | No | Enhanced Deep Residual Networks for Single Image... | 2017-07-10 | Code |
| 10 | ML-CrAIST-Li | 0.8962 | No | ML-CrAIST: Multi-scale Low-high Frequency Inform... | 2024-08-19 | Code |
| 11 | SRCNN | 0.8628 | No | Image Super-Resolution Using Deep Convolutional ... | 2014-12-31 | Code |
| 12 | SRGAN | 0.8472 | No | Photo-Realistic Single Image Super-Resolution Us... | 2016-09-15 | Code |