# Image Restoration on Sensor Noise Synthetic raw-RGB (test)

Source: [Image Restoration on Sensor Noise Synthetic raw-RGB (test)](<https://www.sota2.com/research/sota/image-restoration-on-sensor-noise-synthetic-raw-rgb-test>)

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

Data updated: 2026-02-26T05:55:40.077Z

Evaluation of Image Restoration performance on the test split of the Sensor Noise Synthetic raw-RGB dataset, 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 Restoration |
| Dataset (including any stated split) | Sensor Noise Synthetic raw-RGB (test) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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-sensor-noise-synthetic-raw-rgb-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-restoration-on-sensor-noise-synthetic-raw-rgb-test.md?metric=SSIM>): Higher is better; unit: PERCENT.

- [LPIPS](<https://www.sota2.com/research/sota/image-restoration-on-sensor-noise-synthetic-raw-rgb-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Baseliner | 36.1 | Not recorded | 68fa6de11e209131cea3ca56 |
| N2N | 34.67 | Not recorded | 68fa6de11e209131cea3ca56 |
| Baselinew | 34.52 | Not recorded | 68fa6de11e209131cea3ca56 |
| SelfIR | 34.51 | Not recorded | 68fa6de11e209131cea3ca56 |
| DnCNN | 33.81 | Not recorded | 68fa6de11e209131cea3ca56 |
| DBSN | 33.59 | Not recorded | 68fa6de11e209131cea3ca56 |
| Blind2Unblind | 33.3 | Not recorded | 68fa6de11e209131cea3ca56 |
| Laine19-pme | 33.28 | Not recorded | 68fa6de11e209131cea3ca56 |
| Neighbor2Neighbor | 32.82 | Not recorded | 68fa6de11e209131cea3ca56 |
| Laine19-mu | 32.74 | Not recorded | 68fa6de11e209131cea3ca56 |
| R2R | 32.21 | Not recorded | 68fa6de11e209131cea3ca56 |
| N2V | 31.39 | Not recorded | 68fa6de11e209131cea3ca56 |
| DeepDeblur | 29.75 | Not recorded | 68fa6de11e209131cea3ca56 |
| BaselineB | 28.14 | Not recorded | 68fa6de11e209131cea3ca56 |

### Baseliner

PSNR: 36.1. Result ID: 698fed8b3a6c314849fcd87e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Supervision":"Supervised","Task Category":"IR"}. This record does not assert independent reproduction.

### N2N

PSNR: 34.67. Result ID: 698fed8b3a6c314849fcd87f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64f91e209131cea0778f.md>)

Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction.

### Baselinew

PSNR: 34.52. Result ID: 698fed8b3a6c314849fcd87c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Supervision":"Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction.

### SelfIR

PSNR: 34.51. Result ID: 698fed8b3a6c314849fcd887.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Implementation](<https://github.com/cszhilu1998/SelfIR>)

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

### DnCNN

PSNR: 33.81. Result ID: 698fed8b3a6c314849fcd87d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

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

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

Recorded evaluation configuration: {"Supervision":"Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction.

### DBSN

PSNR: 33.59. Result ID: 698fed8b3a6c314849fcd883.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684b1e209131cea1b2a4.md>)

Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction.

### Blind2Unblind

PSNR: 33.3. Result ID: 698fed8b3a6c314849fcd886.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f4a1e209131cea44cdf.md>)

[Implementation](<https://github.com/demonsjin/Blind2Unblind>)

Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction.

### Laine19-pme

PSNR: 33.28. Result ID: 698fed8b3a6c314849fcd882.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10dcf.md>)

Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction.

### Neighbor2Neighbor

PSNR: 32.82. Result ID: 698fed8b3a6c314849fcd885.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699a1e209131cea23040.md>)

[Implementation](<https://github.com/TaoHuang2018/Neighbor2Neighbor>)

Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction.

### Laine19-mu

PSNR: 32.74. Result ID: 698fed8b3a6c314849fcd881.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66901e209131cea10dcf.md>)

Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction.

### R2R

PSNR: 32.21. Result ID: 698fed8b3a6c314849fcd884.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction.

### N2V

PSNR: 31.39. Result ID: 698fed8b3a6c314849fcd880.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

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

Recorded evaluation configuration: {"Supervision":"Self-Supervised","Task Category":"Denoising"}. This record does not assert independent reproduction.

### DeepDeblur

PSNR: 29.75. Result ID: 698fed8b3a6c314849fcd87b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64511e209131cea04087.md>)

[Implementation](<https://github.com/SeungjunNah/DeepDeblur_release>)

Recorded evaluation configuration: {"Supervision":"Supervised","Task Category":"Deblurring"}. This record does not assert independent reproduction.

### BaselineB

PSNR: 28.14. Result ID: 698fed8b3a6c314849fcd87a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6de11e209131cea3ca56.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61e11e209131ce9f653d.md>)

[Implementation](<http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net>)

Recorded evaluation configuration: {"Supervision":"Supervised","Task Category":"Deblurring"}. This record does not assert independent reproduction.

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