# Image Denoising on ImageNet mixed synthetic noise ILSVRC2012 (val)

Source: [Image Denoising on ImageNet mixed synthetic noise ILSVRC2012 (val)](<https://www.sota2.com/research/sota/image-denoising-on-imagenet-mixed-synthetic-noise-ilsvrc2012-val>)

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

Data updated: 2026-02-26T05:56:15.078Z

Evaluation of Image Denoising performance on the ImageNet ILSVRC2012 validation set corrupted with mixed synthetic noise, measured by 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) | ImageNet mixed synthetic noise ILSVRC2012 (val) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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-imagenet-mixed-synthetic-noise-ilsvrc2012-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-denoising-on-imagenet-mixed-synthetic-noise-ilsvrc2012-val.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SwinIA | 23.91 | Not recorded | 68fa76721e209131cea6d0b3 |
| Blind2Unblind | 23.74 | Not recorded | 68fa76721e209131cea6d0b3 |
| Noise2Clean | 23.39 | Not recorded | 68fa76721e209131cea6d0b3 |
| Noise2Noise | 23.27 | Not recorded | 68fa76721e209131cea6d0b3 |
| Noise2Same | 22.85 | Not recorded | 68fa76721e209131cea6d0b3 |
| Noise2Info | 22.6 | Not recorded | 68fa76721e209131cea6d0b3 |
| Noise2Void | 21.36 | Not recorded | 68fa76721e209131cea6d0b3 |
| Noise2Self | 21.33 | Not recorded | 68fa76721e209131cea6d0b3 |
| Laine19 | 20.89 | Not recorded | 68fa76721e209131cea6d0b3 |
| BM3D | 18.74 | Not recorded | 68fa76721e209131cea6d0b3 |
| NLM | 18.04 | Not recorded | 68fa76721e209131cea6d0b3 |

### SwinIA

PSNR: 23.91. Result ID: 69942daa3a6c3148491b9c5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

Recorded evaluation configuration: {"train passes":"1","test passes":"1"}. This record does not assert independent reproduction.

### Blind2Unblind

PSNR: 23.74. Result ID: 69942daa3a6c3148491b9c5b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

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

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

Recorded evaluation configuration: {"train passes":"17","test passes":"1"}. This record does not assert independent reproduction.

### Noise2Clean

PSNR: 23.39. Result ID: 69942daa3a6c3148491b9c56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

Recorded evaluation configuration: {"train passes":"1","test passes":"1"}. This record does not assert independent reproduction.

### Noise2Noise

PSNR: 23.27. Result ID: 69942daa3a6c3148491b9c57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

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

Recorded evaluation configuration: {"train passes":"1","test passes":"1"}. This record does not assert independent reproduction.

### Noise2Same

PSNR: 22.85. Result ID: 69942daa3a6c3148491b9c5a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a11e209131cea1d3c8.md>)

Recorded evaluation configuration: {"train passes":"2","test passes":"1"}. This record does not assert independent reproduction.

### Noise2Info

PSNR: 22.6. Result ID: 69942daa3a6c3148491b9c5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

Recorded evaluation configuration: {"train passes":"2","test passes":"1"}. This record does not assert independent reproduction.

### Noise2Void

PSNR: 21.36. Result ID: 69942daa3a6c3148491b9c58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

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

Recorded evaluation configuration: {"train passes":"1","test passes":"1"}. This record does not assert independent reproduction.

### Noise2Self

PSNR: 21.33. Result ID: 69942daa3a6c3148491b9c59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

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

Recorded evaluation configuration: {"train passes":"1","test passes":"1"}. This record does not assert independent reproduction.

### Laine19

PSNR: 20.89. Result ID: 69942daa3a6c3148491b9c5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

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

Recorded evaluation configuration: {"train passes":"4","test passes":"4"}. This record does not assert independent reproduction.

### BM3D

PSNR: 18.74. Result ID: 69942daa3a6c3148491b9c55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

Recorded evaluation configuration: {"train passes":"-","test passes":"-"}. This record does not assert independent reproduction.

### NLM

PSNR: 18.04. Result ID: 69942daa3a6c3148491b9c54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76721e209131cea6d0b3.md>)

Recorded evaluation configuration: {"train passes":"-","test passes":"-"}. This record does not assert independent reproduction.

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