# Image Restoration on CDD-11 1.0 (test)

Source: [Image Restoration on CDD-11 1.0 (test)](<https://www.sota2.com/research/sota/image-restoration-on-cdd-11-1-0-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:56:07.091Z

Evaluation of Image Restoration performance on the test split of the CDD-11 1.0 dataset, measured using PSNR and SSIM.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Image Restoration |
| Dataset (including any stated split) | CDD-11 1.0 (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [PSNR](<https://www.sota2.com/research/sota/image-restoration-on-cdd-11-1-0-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-restoration-on-cdd-11-1-0-test.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| OneRestore† | 28.72 | Not recorded | 68fa74111e209131cea5f96c |
| OneRestore | 28.47 | Not recorded | 68fa74111e209131cea5f96c |
| SRUDC | 27.64 | Not recorded | 68fa74111e209131cea5f96c |
| Restormer | 26.99 | Not recorded | 68fa74111e209131cea5f96c |
| WGWSNet | 26.96 | Not recorded | 68fa74111e209131cea5f96c |
| DGUNet | 26.92 | Not recorded | 68fa74111e209131cea5f96c |
| OKNet | 26.33 | Not recorded | 68fa74111e209131cea5f96c |
| MIRNet | 25.97 | Not recorded | 68fa74111e209131cea5f96c |
| PromptIR | 25.9 | Not recorded | 68fa74111e209131cea5f96c |
| MPRNet | 25.47 | Not recorded | 68fa74111e209131cea5f96c |
| MIRNetv2 | 25.37 | Not recorded | 68fa74111e209131cea5f96c |
| NAFNet | 24.13 | Not recorded | 68fa74111e209131cea5f96c |
| AirNet | 23.75 | Not recorded | 68fa74111e209131cea5f96c |
| Fourmer | 23.44 | Not recorded | 68fa74111e209131cea5f96c |
| TransWeather | 23.13 | Not recorded | 68fa74111e209131cea5f96c |
| WeatherDiff | 22.49 | Not recorded | 68fa74111e209131cea5f96c |
| Input | 16 | Not recorded | 68fa74111e209131cea5f96c |

### OneRestore†

PSNR: 28.72. Result ID: 69931c183a6c31484913c909.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Implementation](<https://github.com/gy65896/OneRestore>)

Recorded evaluation configuration: {"Type":"One-to-Composite","#Params":"5.98M","additional\_input":"scene description text"}. This record does not assert independent reproduction.

### OneRestore

PSNR: 28.47. Result ID: 69931c183a6c31484913c908.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Implementation](<https://github.com/gy65896/OneRestore>)

Recorded evaluation configuration: {"Type":"One-to-Composite","#Params":"5.98M"}. This record does not assert independent reproduction.

### SRUDC

PSNR: 27.64. Result ID: 69931c183a6c31484913c900.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70461e209131cea4a1a3.md>)

[Implementation](<https://github.com/NamecantbeNULL/SRUDC>)

Recorded evaluation configuration: {"Type":"One-to-One","Venue & Year":"ICCV2023","#Params":"6.80M"}. This record does not assert independent reproduction.

### Restormer

PSNR: 26.99. Result ID: 69931c183a6c31484913c8fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfc1e209131cea316e3.md>)

[Implementation](<https://github.com/swz30/Restormer>)

Recorded evaluation configuration: {"Type":"One-to-One","Venue & Year":"CVPR2022","#Params":"26.13M"}. This record does not assert independent reproduction.

### WGWSNet

PSNR: 26.96. Result ID: 69931c183a6c31484913c907.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

Recorded evaluation configuration: {"Type":"One-to-Many","Venue & Year":"CVPR2023","#Params":"25.76M","additional\_input":"scene type"}. This record does not assert independent reproduction.

### DGUNet

PSNR: 26.92. Result ID: 69931c183a6c31484913c8fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c601e209131cea33adb.md>)

[Implementation](<https://www.sota2.com/github.com/MC-E/DGUNet>)

Recorded evaluation configuration: {"Type":"One-to-One","Venue & Year":"CVPR2022","#Params":"17.33M"}. This record does not assert independent reproduction.

### OKNet

PSNR: 26.33. Result ID: 69931c183a6c31484913c902.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

Recorded evaluation configuration: {"Type":"One-to-One","Venue & Year":"AAAI2024","#Params":"4.72M"}. This record does not assert independent reproduction.

### MIRNet

PSNR: 25.97. Result ID: 69931c183a6c31484913c8fa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ed1e209131cea19320.md>)

[Implementation](<https://github.com/swz30/MIRNet>)

Recorded evaluation configuration: {"Type":"One-to-One","Venue & Year":"ECCV2020","#Params":"31.79M"}. This record does not assert independent reproduction.

### PromptIR

PSNR: 25.9. Result ID: 69931c183a6c31484913c906.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

Recorded evaluation configuration: {"Type":"One-to-Many","Venue & Year":"NIPS2023","#Params":"38.45M"}. This record does not assert independent reproduction.

### MPRNet

PSNR: 25.47. Result ID: 69931c183a6c31484913c8fb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69971e209131cea22e7c.md>)

[Implementation](<https://github.com/swz30/MPRNet>)

Recorded evaluation configuration: {"Type":"One-to-One","Venue & Year":"CVPR2021","#Params":"15.74M"}. This record does not assert independent reproduction.

### MIRNetv2

PSNR: 25.37. Result ID: 69931c183a6c31484913c8fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7e1e209131cea344ea.md>)

[Implementation](<https://github.com/swz30/MIRNetv2>)

Recorded evaluation configuration: {"Type":"One-to-One","Venue & Year":"TPAMI2022","#Params":"5.86M"}. This record does not assert independent reproduction.

### NAFNet

PSNR: 24.13. Result ID: 69931c183a6c31484913c8ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1d1e209131cea37def.md>)

[Implementation](<https://www.sota2.com/github.com/megvii-research/NAFNet>)

Recorded evaluation configuration: {"Type":"One-to-One","Venue & Year":"ECCV2022","#Params":"17.11M"}. This record does not assert independent reproduction.

### AirNet

PSNR: 23.75. Result ID: 69931c183a6c31484913c903.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

Recorded evaluation configuration: {"Type":"One-to-Many","Venue & Year":"CVPR2022","#Params":"8.93M"}. This record does not assert independent reproduction.

### Fourmer

PSNR: 23.44. Result ID: 69931c183a6c31484913c901.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

Recorded evaluation configuration: {"Type":"One-to-One","Venue & Year":"ICML2023","#Params":"0.55M"}. This record does not assert independent reproduction.

### TransWeather

PSNR: 23.13. Result ID: 69931c183a6c31484913c904.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd91e209131cea363ff.md>)

[Implementation](<https://github.com/jeya-maria-jose/TransWeather>)

Recorded evaluation configuration: {"Type":"One-to-Many","Venue & Year":"CVPR2022","#Params":"21.90M"}. This record does not assert independent reproduction.

### WeatherDiff

PSNR: 22.49. Result ID: 69931c183a6c31484913c905.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa755f1e209131cea67919.md>)

[Implementation](<https://github.com/IGITUGraz/WeatherDiffusion>)

Recorded evaluation configuration: {"Type":"One-to-Many","Venue & Year":"TPAMI2023","#Params":"82.96M"}. This record does not assert independent reproduction.

### Input

PSNR: 16. Result ID: 69931c183a6c31484913c8f9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74111e209131cea5f96c.md>)

Recorded evaluation configuration: {"Type":"Baseline/Degraded Input"}. This record does not assert independent reproduction.

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