Image Restoration on ARAD-1K
Metric: MRAE (higher is better)
Metric: MRAE (higher is better)
| # | Model↕ | MRAE▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | HSCNN+ | 0.3814 | No | - | - | - |
| 2 | HRNet | 0.3476 | No | Hierarchical Regression Network for Spectral Rec... | 2020-05-10 | Code |
| 3 | EDSR | 0.3277 | No | Enhanced Deep Residual Networks for Single Image... | 2017-07-10 | Code |
| 4 | AWAN | 0.25 | No | Adaptive Weighted Guided Image Filtering for Dep... | 2022-01-18 | - |
| 5 | HDNet | 0.2048 | No | HDNet: High-resolution Dual-domain Learning for ... | 2022-03-04 | Code |
| 6 | HINet | 0.2032 | No | HINet: Half Instance Normalization Network for I... | 2021-05-13 | Code |
| 7 | MIRNet | 0.189 | No | Learning Enriched Features for Real Image Restor... | 2020-03-15 | Code |
| 8 | Restormer | 0.1833 | No | Restormer: Efficient Transformer for High-Resolu... | 2021-11-18 | Code |
| 9 | MPRNet | 0.1817 | No | Multi-Stage Progressive Image Restoration | 2021-02-04 | Code |
| 10 | MST-L | 0.1772 | No | Mask-guided Spectral-wise Transformer for Effici... | 2021-11-15 | Code |
| 11 | MST++ | 0.1645 | No | MST++: Multi-stage Spectral-wise Transformer for... | 2022-04-17 | Code |