# Image Denoising on Kodak24 Mixture noise

Source: [Image Denoising on Kodak24 Mixture noise](<https://www.sota2.com/research/sota/image-denoising-on-kodak24-mixture-noise>)

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

Data updated: 2026-02-26T05:55:42.920Z

Evaluation of image denoising performance on the Kodak24 dataset corrupted by a mixture of noise types, measured using PSNR, SSIM, and LPIPS.

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 Denoising |
| Dataset (including any stated split) | Kodak24 Mixture noise |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 32 of 32 |
| 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-denoising-on-kodak24-mixture-noise.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-denoising-on-kodak24-mixture-noise.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/image-denoising-on-kodak24-mixture-noise.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 30.31 | Not recorded | 68fa6ecf1e209131cea424dd |
| Ours | 29.63 | Not recorded | 68fa6ecf1e209131cea424dd |
| Restormer | 29.23 | Not recorded | 68fa6ecf1e209131cea424dd |
| Dropout | 28.61 | Not recorded | 68fa6ecf1e209131cea424dd |
| DnCNN | 28.31 | Not recorded | 68fa6ecf1e209131cea424dd |
| Restormer | 28.22 | Not recorded | 68fa6ecf1e209131cea424dd |
| RIDNet | 28.13 | Not recorded | 68fa6ecf1e209131cea424dd |
| baseline | 28.12 | Not recorded | 68fa6ecf1e209131cea424dd |
| Ours | 28.12 | Not recorded | 68fa6ecf1e209131cea424dd |
| RNAN | 27.46 | Not recorded | 68fa6ecf1e209131cea424dd |
| SwinIR | 27.44 | Not recorded | 68fa6ecf1e209131cea424dd |
| Dropout | 27.23 | Not recorded | 68fa6ecf1e209131cea424dd |
| Ours | 26.91 | Not recorded | 68fa6ecf1e209131cea424dd |
| DnCNN | 26.53 | Not recorded | 68fa6ecf1e209131cea424dd |
| baseline | 26.22 | Not recorded | 68fa6ecf1e209131cea424dd |
| RIDNet | 26.11 | Not recorded | 68fa6ecf1e209131cea424dd |
| SwinIR | 25.73 | Not recorded | 68fa6ecf1e209131cea424dd |
| Restormer | 25.69 | Not recorded | 68fa6ecf1e209131cea424dd |
| RNAN | 25.67 | Not recorded | 68fa6ecf1e209131cea424dd |
| Dropout | 24.96 | Not recorded | 68fa6ecf1e209131cea424dd |
| Restormer | 24.05 | Not recorded | 68fa6ecf1e209131cea424dd |
| DnCNN | 23.55 | Not recorded | 68fa6ecf1e209131cea424dd |
| Dropout | 23.49 | Not recorded | 68fa6ecf1e209131cea424dd |
| baseline | 23.28 | Not recorded | 68fa6ecf1e209131cea424dd |
| RIDNet | 23.13 | Not recorded | 68fa6ecf1e209131cea424dd |
| SwinIR | 23.03 | Not recorded | 68fa6ecf1e209131cea424dd |
| RNAN | 22.9 | Not recorded | 68fa6ecf1e209131cea424dd |
| DnCNN | 21.66 | Not recorded | 68fa6ecf1e209131cea424dd |
| baseline | 21.44 | Not recorded | 68fa6ecf1e209131cea424dd |
| RIDNet | 21.34 | Not recorded | 68fa6ecf1e209131cea424dd |
| SwinIR | 21.29 | Not recorded | 68fa6ecf1e209131cea424dd |
| RNAN | 21.19 | Not recorded | 68fa6ecf1e209131cea424dd |

### Ours

PSNR: 30.31. Result ID: 69905f4e3a6c31484900134a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Implementation](<https://github.com/haoyuc/MaskedDenoising>)

Recorded evaluation configuration: {"Noise level":"level 1"}. This record does not assert independent reproduction.

### Ours

PSNR: 29.63. Result ID: 69905f4e3a6c31484900134b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Implementation](<https://github.com/haoyuc/MaskedDenoising>)

Recorded evaluation configuration: {"Noise level":"level 2"}. This record does not assert independent reproduction.

### Restormer

PSNR: 29.23. Result ID: 69905f4e3a6c31484900133e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

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

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

Recorded evaluation configuration: {"Noise level":"level 1"}. This record does not assert independent reproduction.

### Dropout

PSNR: 28.61. Result ID: 69905f4e3a6c314849001342.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c521e209131cea3341f.md>)

Recorded evaluation configuration: {"Noise level":"level 1"}. This record does not assert independent reproduction.

### DnCNN

PSNR: 28.31. Result ID: 69905f4e3a6c31484900132e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63631e209131ce9fe4fc.md>)

[Implementation](<https://github.com/cszn/DnCNN>)

Recorded evaluation configuration: {"Noise level":"level 1"}. This record does not assert independent reproduction.

### Restormer

PSNR: 28.22. Result ID: 69905f4e3a6c31484900133f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

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

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

Recorded evaluation configuration: {"Noise level":"level 2"}. This record does not assert independent reproduction.

### RIDNet

PSNR: 28.13. Result ID: 69905f4e3a6c314849001332.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea152d3.md>)

Recorded evaluation configuration: {"Noise level":"level 1"}. This record does not assert independent reproduction.

### baseline

PSNR: 28.12. Result ID: 69905f4e3a6c314849001346.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

Recorded evaluation configuration: {"Noise level":"level 1"}. This record does not assert independent reproduction.

### Ours

PSNR: 28.12. Result ID: 69905f4e3a6c31484900134c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Implementation](<https://github.com/haoyuc/MaskedDenoising>)

Recorded evaluation configuration: {"Noise level":"level 3"}. This record does not assert independent reproduction.

### RNAN

PSNR: 27.46. Result ID: 69905f4e3a6c314849001336.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aac5.md>)

Recorded evaluation configuration: {"Noise level":"level 1"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 27.44. Result ID: 69905f4e3a6c31484900133a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294aa.md>)

[Implementation](<https://github.com/JingyunLiang/SwinIR>)

Recorded evaluation configuration: {"Noise level":"level 1"}. This record does not assert independent reproduction.

### Dropout

PSNR: 27.23. Result ID: 69905f4e3a6c314849001343.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c521e209131cea3341f.md>)

Recorded evaluation configuration: {"Noise level":"level 2"}. This record does not assert independent reproduction.

### Ours

PSNR: 26.91. Result ID: 69905f4e3a6c31484900134d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Implementation](<https://github.com/haoyuc/MaskedDenoising>)

Recorded evaluation configuration: {"Noise level":"level 4"}. This record does not assert independent reproduction.

### DnCNN

PSNR: 26.53. Result ID: 69905f4e3a6c31484900132f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63631e209131ce9fe4fc.md>)

[Implementation](<https://github.com/cszn/DnCNN>)

Recorded evaluation configuration: {"Noise level":"level 2"}. This record does not assert independent reproduction.

### baseline

PSNR: 26.22. Result ID: 69905f4e3a6c314849001347.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

Recorded evaluation configuration: {"Noise level":"level 2"}. This record does not assert independent reproduction.

### RIDNet

PSNR: 26.11. Result ID: 69905f4e3a6c314849001333.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea152d3.md>)

Recorded evaluation configuration: {"Noise level":"level 2"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 25.73. Result ID: 69905f4e3a6c31484900133b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294aa.md>)

[Implementation](<https://github.com/JingyunLiang/SwinIR>)

Recorded evaluation configuration: {"Noise level":"level 2"}. This record does not assert independent reproduction.

### Restormer

PSNR: 25.69. Result ID: 69905f4e3a6c314849001340.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

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

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

Recorded evaluation configuration: {"Noise level":"level 3"}. This record does not assert independent reproduction.

### RNAN

PSNR: 25.67. Result ID: 69905f4e3a6c314849001337.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aac5.md>)

Recorded evaluation configuration: {"Noise level":"level 2"}. This record does not assert independent reproduction.

### Dropout

PSNR: 24.96. Result ID: 69905f4e3a6c314849001344.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c521e209131cea3341f.md>)

Recorded evaluation configuration: {"Noise level":"level 3"}. This record does not assert independent reproduction.

### Restormer

PSNR: 24.05. Result ID: 69905f4e3a6c314849001341.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

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

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

Recorded evaluation configuration: {"Noise level":"level 4"}. This record does not assert independent reproduction.

### DnCNN

PSNR: 23.55. Result ID: 69905f4e3a6c314849001330.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63631e209131ce9fe4fc.md>)

[Implementation](<https://github.com/cszn/DnCNN>)

Recorded evaluation configuration: {"Noise level":"level 3"}. This record does not assert independent reproduction.

### Dropout

PSNR: 23.49. Result ID: 69905f4e3a6c314849001345.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c521e209131cea3341f.md>)

Recorded evaluation configuration: {"Noise level":"level 4"}. This record does not assert independent reproduction.

### baseline

PSNR: 23.28. Result ID: 69905f4e3a6c314849001348.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

Recorded evaluation configuration: {"Noise level":"level 3"}. This record does not assert independent reproduction.

### RIDNet

PSNR: 23.13. Result ID: 69905f4e3a6c314849001334.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea152d3.md>)

Recorded evaluation configuration: {"Noise level":"level 3"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 23.03. Result ID: 69905f4e3a6c31484900133c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294aa.md>)

[Implementation](<https://github.com/JingyunLiang/SwinIR>)

Recorded evaluation configuration: {"Noise level":"level 3"}. This record does not assert independent reproduction.

### RNAN

PSNR: 22.9. Result ID: 69905f4e3a6c314849001338.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aac5.md>)

Recorded evaluation configuration: {"Noise level":"level 3"}. This record does not assert independent reproduction.

### DnCNN

PSNR: 21.66. Result ID: 69905f4e3a6c314849001331.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63631e209131ce9fe4fc.md>)

[Implementation](<https://github.com/cszn/DnCNN>)

Recorded evaluation configuration: {"Noise level":"level 4"}. This record does not assert independent reproduction.

### baseline

PSNR: 21.44. Result ID: 69905f4e3a6c314849001349.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

Recorded evaluation configuration: {"Noise level":"level 4"}. This record does not assert independent reproduction.

### RIDNet

PSNR: 21.34. Result ID: 69905f4e3a6c314849001335.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673f1e209131cea152d3.md>)

Recorded evaluation configuration: {"Noise level":"level 4"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 21.29. Result ID: 69905f4e3a6c31484900133d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294aa.md>)

[Implementation](<https://github.com/JingyunLiang/SwinIR>)

Recorded evaluation configuration: {"Noise level":"level 4"}. This record does not assert independent reproduction.

### RNAN

PSNR: 21.19. Result ID: 69905f4e3a6c314849001339.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea424dd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65821e209131cea0aac5.md>)

Recorded evaluation configuration: {"Noise level":"level 4"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
