# Image Denoising on SIDD Benchmark official (test)

Source: [Image Denoising on SIDD Benchmark official (test)](<https://www.sota2.com/research/sota/image-denoising-on-sidd-benchmark-official-test>)

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

Data updated: 2026-02-26T05:56:01.917Z

Evaluation of Image Denoising performance on the official test split of the SIDD Benchmark 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 Denoising |
| Dataset (including any stated split) | SIDD Benchmark official (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 27 of 27 |
| 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-sidd-benchmark-official-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| InvDN | 39.28 | Not recorded | 68fa72dd1e209131cea5901f |
| VDN | 39.26 | Not recorded | 68fa72dd1e209131cea5901f |
| DANet | 39.25 | Not recorded | 68fa72dd1e209131cea5901f |
| AINDNet(R) | 38.84 | Not recorded | 68fa72dd1e209131cea5901f |
| RIDNet | 37.87 | Not recorded | 68fa72dd1e209131cea5901f |
| AT-BSN (D) | 37.78 | Not recorded | 68fa72dd1e209131cea5901f |
| AT-BSN (D) | 37.77 | Not recorded | 68fa72dd1e209131cea5901f |
| DnCNN | 37.61 | Not recorded | 68fa72dd1e209131cea5901f |
| SDAP (E) | 37.53 | Not recorded | 68fa72dd1e209131cea5901f |
| Spatially-Adaptive (UNet) | 37.41 | Not recorded | 68fa72dd1e209131cea5901f |
| Spatially-Adaptive (UNet) | 37.37 | Not recorded | 68fa72dd1e209131cea5901f |
| LG-BPN | 37.28 | Not recorded | 68fa72dd1e209131cea5901f |
| SDAP (E) | 37.24 | Not recorded | 68fa72dd1e209131cea5901f |
| AP-BSN + R3 | 36.91 | Not recorded | 68fa72dd1e209131cea5901f |
| C-BSN | 36.82 | Not recorded | 68fa72dd1e209131cea5901f |
| AT-BSN | 36.74 | Not recorded | 68fa72dd1e209131cea5901f |
| AT-BSN | 36.73 | Not recorded | 68fa72dd1e209131cea5901f |
| AP-BSN + R3 | 35.97 | Not recorded | 68fa72dd1e209131cea5901f |
| C2N | 35.35 | Not recorded | 68fa72dd1e209131cea5901f |
| R2R | 34.78 | Not recorded | 68fa72dd1e209131cea5901f |
| CVF-SID | 34.71 | Not recorded | 68fa72dd1e209131cea5901f |
| CVF-SID | 34.43 | Not recorded | 68fa72dd1e209131cea5901f |
| CBDNet | 33.28 | Not recorded | 68fa72dd1e209131cea5901f |
| Noise2Self | 29.56 | Not recorded | 68fa72dd1e209131cea5901f |
| Noise2Void | 27.68 | Not recorded | 68fa72dd1e209131cea5901f |
| WNNM | 25.78 | Not recorded | 68fa72dd1e209131cea5901f |
| BM3D | 25.65 | Not recorded | 68fa72dd1e209131cea5901f |

### InvDN

PSNR: 39.28. Result ID: 6992840b3a6c3148490f7bd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ca1e209131cea24043.md>)

[Implementation](<https://github.com/Yang-Liu1082/InvDN.git>)

Recorded evaluation configuration: {"Learning Paradigm":"Supervised"}. This record does not assert independent reproduction.

### VDN

PSNR: 39.26. Result ID: 6992840b3a6c3148490f7bce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b170.md>)

[Implementation](<https://github.com/zsyOAOA/VDNet>)

Recorded evaluation configuration: {"Learning Paradigm":"Supervised"}. This record does not assert independent reproduction.

### DANet

PSNR: 39.25. Result ID: 6992840b3a6c3148490f7bd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67e71e209131cea19042.md>)

[Implementation](<https://github.com/zsyOAOA/DANet>)

Recorded evaluation configuration: {"Learning Paradigm":"Supervised"}. This record does not assert independent reproduction.

### AINDNet(R)

PSNR: 38.84. Result ID: 6992840b3a6c3148490f7bcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67331e209131cea14b0b.md>)

[Implementation](<https://github.com/terryoo/AINDNet>)

Recorded evaluation configuration: {"Learning Paradigm":"Supervised"}. This record does not assert independent reproduction.

### RIDNet

PSNR: 37.87. Result ID: 6992840b3a6c3148490f7bcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

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

Recorded evaluation configuration: {"Learning Paradigm":"Supervised"}. This record does not assert independent reproduction.

### AT-BSN (D)

PSNR: 37.78. Result ID: 6992840b3a6c3148490f7be3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":true}. This record does not assert independent reproduction.

### AT-BSN (D)

PSNR: 37.77. Result ID: 6992840b3a6c3148490f7be2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":false}. This record does not assert independent reproduction.

### DnCNN

PSNR: 37.61. Result ID: 6992840b3a6c3148490f7bcb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

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

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

Recorded evaluation configuration: {"Learning Paradigm":"Supervised"}. This record does not assert independent reproduction.

### SDAP (E)

PSNR: 37.53. Result ID: 6992840b3a6c3148490f7bdc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703b1e209131cea49c68.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":true}. This record does not assert independent reproduction.

### Spatially-Adaptive (UNet)

PSNR: 37.41. Result ID: 6992840b3a6c3148490f7bde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edd1e209131cea427ce.md>)

[Implementation](<https://github.com/nagejacob/SpatiallyAdaptiveSSID>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":false}. This record does not assert independent reproduction.

### Spatially-Adaptive (UNet)

PSNR: 37.37. Result ID: 6992840b3a6c3148490f7bdf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6edd1e209131cea427ce.md>)

[Implementation](<https://github.com/nagejacob/SpatiallyAdaptiveSSID>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":true}. This record does not assert independent reproduction.

### LG-BPN

PSNR: 37.28. Result ID: 6992840b3a6c3148490f7bdd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef31e209131cea43204.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised"}. This record does not assert independent reproduction.

### SDAP (E)

PSNR: 37.24. Result ID: 6992840b3a6c3148490f7bdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703b1e209131cea49c68.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":false}. This record does not assert independent reproduction.

### AP-BSN + R3

PSNR: 36.91. Result ID: 6992840b3a6c3148490f7bd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31d12.md>)

[Implementation](<https://github.com/wooseoklee4/AP-BSN>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":true}. This record does not assert independent reproduction.

### C-BSN

PSNR: 36.82. Result ID: 6992840b3a6c3148490f7bda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70221e209131cea49450.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised"}. This record does not assert independent reproduction.

### AT-BSN

PSNR: 36.74. Result ID: 6992840b3a6c3148490f7be1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":true}. This record does not assert independent reproduction.

### AT-BSN

PSNR: 36.73. Result ID: 6992840b3a6c3148490f7be0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":false}. This record does not assert independent reproduction.

### AP-BSN + R3

PSNR: 35.97. Result ID: 6992840b3a6c3148490f7bd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31d12.md>)

[Implementation](<https://github.com/wooseoklee4/AP-BSN>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":false}. This record does not assert independent reproduction.

### C2N

PSNR: 35.35. Result ID: 6992840b3a6c3148490f7bd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd41e209131cea30680.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Unpaired"}. This record does not assert independent reproduction.

### R2R

PSNR: 34.78. Result ID: 6992840b3a6c3148490f7bd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised"}. This record does not assert independent reproduction.

### CVF-SID

PSNR: 34.71. Result ID: 6992840b3a6c3148490f7bd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea3257c.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":true}. This record does not assert independent reproduction.

### CVF-SID

PSNR: 34.43. Result ID: 6992840b3a6c3148490f7bd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1e1e209131cea3257c.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised","trained\_directly\_on\_benchmark":false}. This record does not assert independent reproduction.

### CBDNet

PSNR: 33.28. Result ID: 6992840b3a6c3148490f7bcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65a11e209131cea0b668.md>)

[Implementation](<https://github.com/GuoShi28/CBDNet>)

Recorded evaluation configuration: {"Learning Paradigm":"Supervised"}. This record does not assert independent reproduction.

### Noise2Self

PSNR: 29.56. Result ID: 6992840b3a6c3148490f7bd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65e01e209131cea0d0ae.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised"}. This record does not assert independent reproduction.

### Noise2Void

PSNR: 27.68. Result ID: 6992840b3a6c3148490f7bd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658a1e209131cea0af6d.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Self-Supervised"}. This record does not assert independent reproduction.

### WNNM

PSNR: 25.78. Result ID: 6992840b3a6c3148490f7bca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Non-Learning"}. This record does not assert independent reproduction.

### BM3D

PSNR: 25.65. Result ID: 6992840b3a6c3148490f7bc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea5901f.md>)

Recorded evaluation configuration: {"Learning Paradigm":"Non-Learning"}. This record does not assert independent reproduction.

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