# Image Denoising on Kodak24 Speckle noise

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

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

Data updated: 2026-02-26T05:55:42.704Z

Evaluation of image denoising performance on the Kodak24 dataset corrupted specifically by Speckle noise, 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 Speckle 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-speckle-noise.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Ours | 31.22 | Not recorded | 68fa6ecf1e209131cea424dd |
| RIDNet | 31.01 | Not recorded | 68fa6ecf1e209131cea424dd |
| Ours | 30.81 | Not recorded | 68fa6ecf1e209131cea424dd |
| DnCNN | 30.74 | Not recorded | 68fa6ecf1e209131cea424dd |
| Ours | 30.2 | Not recorded | 68fa6ecf1e209131cea424dd |
| RNAN | 30.15 | Not recorded | 68fa6ecf1e209131cea424dd |
| Dropout | 29.97 | Not recorded | 68fa6ecf1e209131cea424dd |
| Restormer | 29.95 | Not recorded | 68fa6ecf1e209131cea424dd |
| baseline | 29.84 | Not recorded | 68fa6ecf1e209131cea424dd |
| SwinIR | 29.64 | Not recorded | 68fa6ecf1e209131cea424dd |
| RIDNet | 29.51 | Not recorded | 68fa6ecf1e209131cea424dd |
| DnCNN | 29.31 | Not recorded | 68fa6ecf1e209131cea424dd |
| Ours | 29.1 | Not recorded | 68fa6ecf1e209131cea424dd |
| Dropout | 29.03 | Not recorded | 68fa6ecf1e209131cea424dd |
| Restormer | 28.84 | Not recorded | 68fa6ecf1e209131cea424dd |
| RNAN | 28.59 | Not recorded | 68fa6ecf1e209131cea424dd |
| baseline | 28.34 | Not recorded | 68fa6ecf1e209131cea424dd |
| SwinIR | 28.16 | Not recorded | 68fa6ecf1e209131cea424dd |
| Dropout | 27.77 | Not recorded | 68fa6ecf1e209131cea424dd |
| RIDNet | 27.57 | Not recorded | 68fa6ecf1e209131cea424dd |
| Restormer | 27.5 | Not recorded | 68fa6ecf1e209131cea424dd |
| DnCNN | 27.49 | Not recorded | 68fa6ecf1e209131cea424dd |
| RNAN | 26.76 | Not recorded | 68fa6ecf1e209131cea424dd |
| baseline | 26.56 | Not recorded | 68fa6ecf1e209131cea424dd |
| SwinIR | 26.43 | Not recorded | 68fa6ecf1e209131cea424dd |
| Dropout | 26.14 | Not recorded | 68fa6ecf1e209131cea424dd |
| Restormer | 25.66 | Not recorded | 68fa6ecf1e209131cea424dd |
| DnCNN | 25.22 | Not recorded | 68fa6ecf1e209131cea424dd |
| RIDNet | 25.17 | Not recorded | 68fa6ecf1e209131cea424dd |
| RNAN | 24.59 | Not recorded | 68fa6ecf1e209131cea424dd |
| baseline | 24.44 | Not recorded | 68fa6ecf1e209131cea424dd |
| SwinIR | 24.37 | Not recorded | 68fa6ecf1e209131cea424dd |

### Ours

PSNR: 31.22. Result ID: 69905f4e3a6c3148490012ca.

[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 (sigma^2)":"0.02"}. This record does not assert independent reproduction.

### RIDNet

PSNR: 31.01. Result ID: 69905f4e3a6c3148490012b2.

[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 (sigma^2)":"0.02"}. This record does not assert independent reproduction.

### Ours

PSNR: 30.81. Result ID: 69905f4e3a6c3148490012cb.

[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 (sigma^2)":"0.024"}. This record does not assert independent reproduction.

### DnCNN

PSNR: 30.74. Result ID: 69905f4e3a6c3148490012ae.

[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 (sigma^2)":"0.02"}. This record does not assert independent reproduction.

### Ours

PSNR: 30.2. Result ID: 69905f4e3a6c3148490012cc.

[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 (sigma^2)":"0.03"}. This record does not assert independent reproduction.

### RNAN

PSNR: 30.15. Result ID: 69905f4e3a6c3148490012b6.

[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 (sigma^2)":"0.02"}. This record does not assert independent reproduction.

### Dropout

PSNR: 29.97. Result ID: 69905f4e3a6c3148490012c2.

[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 (sigma^2)":"0.02"}. This record does not assert independent reproduction.

### Restormer

PSNR: 29.95. Result ID: 69905f4e3a6c3148490012be.

[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 (sigma^2)":"0.02"}. This record does not assert independent reproduction.

### baseline

PSNR: 29.84. Result ID: 69905f4e3a6c3148490012c6.

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

Recorded evaluation configuration: {"Noise level (sigma^2)":"0.02"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 29.64. Result ID: 69905f4e3a6c3148490012ba.

[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 (sigma^2)":"0.02"}. This record does not assert independent reproduction.

### RIDNet

PSNR: 29.51. Result ID: 69905f4e3a6c3148490012b3.

[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 (sigma^2)":"0.024"}. This record does not assert independent reproduction.

### DnCNN

PSNR: 29.31. Result ID: 69905f4e3a6c3148490012af.

[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 (sigma^2)":"0.024"}. This record does not assert independent reproduction.

### Ours

PSNR: 29.1. Result ID: 69905f4e3a6c3148490012cd.

[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 (sigma^2)":"0.04"}. This record does not assert independent reproduction.

### Dropout

PSNR: 29.03. Result ID: 69905f4e3a6c3148490012c3.

[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 (sigma^2)":"0.024"}. This record does not assert independent reproduction.

### Restormer

PSNR: 28.84. Result ID: 69905f4e3a6c3148490012bf.

[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 (sigma^2)":"0.024"}. This record does not assert independent reproduction.

### RNAN

PSNR: 28.59. Result ID: 69905f4e3a6c3148490012b7.

[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 (sigma^2)":"0.024"}. This record does not assert independent reproduction.

### baseline

PSNR: 28.34. Result ID: 69905f4e3a6c3148490012c7.

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

Recorded evaluation configuration: {"Noise level (sigma^2)":"0.024"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 28.16. Result ID: 69905f4e3a6c3148490012bb.

[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 (sigma^2)":"0.024"}. This record does not assert independent reproduction.

### Dropout

PSNR: 27.77. Result ID: 69905f4e3a6c3148490012c4.

[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 (sigma^2)":"0.03"}. This record does not assert independent reproduction.

### RIDNet

PSNR: 27.57. Result ID: 69905f4e3a6c3148490012b4.

[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 (sigma^2)":"0.03"}. This record does not assert independent reproduction.

### Restormer

PSNR: 27.5. Result ID: 69905f4e3a6c3148490012c0.

[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 (sigma^2)":"0.03"}. This record does not assert independent reproduction.

### DnCNN

PSNR: 27.49. Result ID: 69905f4e3a6c3148490012b0.

[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 (sigma^2)":"0.03"}. This record does not assert independent reproduction.

### RNAN

PSNR: 26.76. Result ID: 69905f4e3a6c3148490012b8.

[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 (sigma^2)":"0.03"}. This record does not assert independent reproduction.

### baseline

PSNR: 26.56. Result ID: 69905f4e3a6c3148490012c8.

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

Recorded evaluation configuration: {"Noise level (sigma^2)":"0.03"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 26.43. Result ID: 69905f4e3a6c3148490012bc.

[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 (sigma^2)":"0.03"}. This record does not assert independent reproduction.

### Dropout

PSNR: 26.14. Result ID: 69905f4e3a6c3148490012c5.

[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 (sigma^2)":"0.04"}. This record does not assert independent reproduction.

### Restormer

PSNR: 25.66. Result ID: 69905f4e3a6c3148490012c1.

[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 (sigma^2)":"0.04"}. This record does not assert independent reproduction.

### DnCNN

PSNR: 25.22. Result ID: 69905f4e3a6c3148490012b1.

[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 (sigma^2)":"0.04"}. This record does not assert independent reproduction.

### RIDNet

PSNR: 25.17. Result ID: 69905f4e3a6c3148490012b5.

[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 (sigma^2)":"0.04"}. This record does not assert independent reproduction.

### RNAN

PSNR: 24.59. Result ID: 69905f4e3a6c3148490012b9.

[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 (sigma^2)":"0.04"}. This record does not assert independent reproduction.

### baseline

PSNR: 24.44. Result ID: 69905f4e3a6c3148490012c9.

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

Recorded evaluation configuration: {"Noise level (sigma^2)":"0.04"}. This record does not assert independent reproduction.

### SwinIR

PSNR: 24.37. Result ID: 69905f4e3a6c3148490012bd.

[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 (sigma^2)":"0.04"}. This record does not assert independent reproduction.

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