# Image Denoising on DND Raw

Source: [Image Denoising on DND Raw](<https://www.sota2.com/research/sota/image-denoising-on-dnd-raw>)

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

Data updated: 2026-02-26T05:55:24.771Z

Evaluation of image denoising performance using PSNR and SSIM on the raw data split of the Darmstadt Noise Dataset (DND).

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) | DND Raw |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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-dnd-raw.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| CycleISP | 49.13 | Not recorded | 68fa67351e209131cea14c5b |
| UPI (Raw) | 48.89 | Not recorded | 68fa67351e209131cea14c5b |
| PRIDNet | 48.48 | Not recorded | 68fa66941e209131cea11141 |
| N3Net | 47.56 | Not recorded | 68fa66941e209131cea11141 |
| N3Net | 47.56 | Not recorded | 68fa67351e209131cea14c5b |
| DnCNN | 47.37 | Not recorded | 68fa67351e209131cea14c5b |
| BM3D | 47.15 | Not recorded | 68fa67351e209131cea14c5b |
| NCSR | 47.07 | Not recorded | 68fa67351e209131cea14c5b |
| WNNM | 47.05 | Not recorded | 68fa67351e209131cea14c5b |
| KSVD | 46.87 | Not recorded | 68fa67351e209131cea14c5b |
| EPLL | 46.86 | Not recorded | 68fa67351e209131cea14c5b |
| BM3D | 46.64 | Not recorded | 68fa66941e209131cea11141 |
| WNNM | 46.3 | Not recorded | 68fa66941e209131cea11141 |
| FoE | 45.78 | Not recorded | 68fa67351e209131cea14c5b |
| MLP | 45.71 | Not recorded | 68fa67351e209131cea14c5b |
| TNRD | 45.7 | Not recorded | 68fa67351e209131cea14c5b |
| KSVD | 45.54 | Not recorded | 68fa66941e209131cea11141 |
| TNRD | 44.97 | Not recorded | 68fa66941e209131cea11141 |

### CycleISP

PSNR: 49.13. Result ID: 698d1ed28b517eb4331f292d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

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

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":false}. This record does not assert independent reproduction.

### UPI (Raw)

PSNR: 48.89. Result ID: 698d1ed28b517eb4331f292c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa651d1e209131cea08798.md>)

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":false}. This record does not assert independent reproduction.

### PRIDNet

PSNR: 48.48. Result ID: 698cf9778b517eb4331e178a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66941e209131cea11141.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66941e209131cea11141.md>)

[Implementation](<https://github.com/491506870/PRIDNet>)

Recorded evaluation configuration: {"Blind / Non-blind":"Blind"}. This record does not assert independent reproduction.

### N3Net

PSNR: 47.56. Result ID: 698cf9778b517eb4331e1789.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66941e209131cea11141.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65011e209131cea07c7e.md>)

[Implementation](<https://github.com/visinf/n3net/>)

Recorded evaluation configuration: {"Blind / Non-blind":"Blind"}. This record does not assert independent reproduction.

### N3Net

PSNR: 47.56. Result ID: 698d1ed28b517eb4331f292b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65011e209131cea07c7e.md>)

[Implementation](<https://github.com/visinf/n3net/>)

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":false}. This record does not assert independent reproduction.

### DnCNN

PSNR: 47.37. Result ID: 698d1ed28b517eb4331f292a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

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

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

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":false}. This record does not assert independent reproduction.

### BM3D

PSNR: 47.15. Result ID: 698d1ed28b517eb4331f2929.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":true}. This record does not assert independent reproduction.

### NCSR

PSNR: 47.07. Result ID: 698d1ed28b517eb4331f2928.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":true}. This record does not assert independent reproduction.

### WNNM

PSNR: 47.05. Result ID: 698d1ed28b517eb4331f2927.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":true}. This record does not assert independent reproduction.

### KSVD

PSNR: 46.87. Result ID: 698d1ed28b517eb4331f2926.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":true}. This record does not assert independent reproduction.

### EPLL

PSNR: 46.86. Result ID: 698d1ed28b517eb4331f2925.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":true}. This record does not assert independent reproduction.

### BM3D

PSNR: 46.64. Result ID: 698cf9778b517eb4331e1786.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66941e209131cea11141.md>)

Recorded evaluation configuration: {"Blind / Non-blind":"Non-blind"}. This record does not assert independent reproduction.

### WNNM

PSNR: 46.3. Result ID: 698cf9778b517eb4331e1788.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66941e209131cea11141.md>)

Recorded evaluation configuration: {"Blind / Non-blind":"Non-blind"}. This record does not assert independent reproduction.

### FoE

PSNR: 45.78. Result ID: 698d1ed28b517eb4331f2924.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":false}. This record does not assert independent reproduction.

### MLP

PSNR: 45.71. Result ID: 698d1ed28b517eb4331f2923.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":true}. This record does not assert independent reproduction.

### TNRD

PSNR: 45.7. Result ID: 698d1ed28b517eb4331f2922.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67351e209131cea14c5b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61ca1e209131ce9f5e69.md>)

Recorded evaluation configuration: {"VST (Variance Stabilizing Transform)":true}. This record does not assert independent reproduction.

### KSVD

PSNR: 45.54. Result ID: 698cf9778b517eb4331e1787.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66941e209131cea11141.md>)

Recorded evaluation configuration: {"Blind / Non-blind":"Non-blind"}. This record does not assert independent reproduction.

### TNRD

PSNR: 44.97. Result ID: 698cf9778b517eb4331e1785.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66941e209131cea11141.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61ca1e209131ce9f5e69.md>)

Recorded evaluation configuration: {"Blind / Non-blind":"Non-blind"}. This record does not assert independent reproduction.

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