# Image Denoising on Baboon (PSNR, SSIM)

Source: [Image Denoising on Baboon (PSNR, SSIM)](<https://www.sota2.com/research/sota/image-denoising-on-baboon-psnr-ssim>)

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

Data updated: 2026-06-11T08:55:51.416Z

Evaluation of image denoising performance on the Baboon 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) | Baboon |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 25 of 25 |
| 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-baboon-psnr-ssim.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Sparse Bresler | 35.115 | Not recorded | 6a28f38490966ade919c1a92 |
| Dense Bresler | 35.072 | Not recorded | 6a28f38490966ade919c1a92 |
| Dense Conditioned | 35.063 | Not recorded | 6a28f38490966ade919c1a92 |
| Doubly Sparse Explicitly Conditioned Transform Learning | 35.058 | Not recorded | 6a28f38490966ade919c1a92 |
| DCT | 35.057 | Not recorded | 6a28f38490966ade919c1a92 |
| Sparse Bresler | 30.336 | Not recorded | 6a28f38490966ade919c1a92 |
| Doubly Sparse Explicitly Conditioned Transform Learning | 30.324 | Not recorded | 6a28f38490966ade919c1a92 |
| DCT | 30.313 | Not recorded | 6a28f38490966ade919c1a92 |
| Dense Bresler | 30.114 | Not recorded | 6a28f38490966ade919c1a92 |
| Dense Conditioned | 30.109 | Not recorded | 6a28f38490966ade919c1a92 |
| Doubly Sparse Explicitly Conditioned Transform Learning | 27.82 | Not recorded | 6a28f38490966ade919c1a92 |
| DCT | 27.798 | Not recorded | 6a28f38490966ade919c1a92 |
| Sparse Bresler | 27.731 | Not recorded | 6a28f38490966ade919c1a92 |
| Dense Conditioned | 27.382 | Not recorded | 6a28f38490966ade919c1a92 |
| Dense Bresler | 27.361 | Not recorded | 6a28f38490966ade919c1a92 |
| Doubly Sparse Explicitly Conditioned Transform Learning | 26.131 | Not recorded | 6a28f38490966ade919c1a92 |
| DCT | 26.099 | Not recorded | 6a28f38490966ade919c1a92 |
| Sparse Bresler | 25.961 | Not recorded | 6a28f38490966ade919c1a92 |
| Dense Conditioned | 25.588 | Not recorded | 6a28f38490966ade919c1a92 |
| Dense Bresler | 25.555 | Not recorded | 6a28f38490966ade919c1a92 |
| Sparse Bresler | 19.633 | Not recorded | 6a28f38490966ade919c1a92 |
| DCT | 19.627 | Not recorded | 6a28f38490966ade919c1a92 |
| Doubly Sparse Explicitly Conditioned Transform Learning | 19.567 | Not recorded | 6a28f38490966ade919c1a92 |
| Dense Bresler | 19.564 | Not recorded | 6a28f38490966ade919c1a92 |
| Dense Conditioned | 19.563 | Not recorded | 6a28f38490966ade919c1a92 |

### Sparse Bresler

PSNR: 35.115. Result ID: 6a2a76f5fbc373592c27b155.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"5"}. This record does not assert independent reproduction.

### Dense Bresler

PSNR: 35.072. Result ID: 6a2a76f5fbc373592c27b153.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"5"}. This record does not assert independent reproduction.

### Dense Conditioned

PSNR: 35.063. Result ID: 6a2a76f5fbc373592c27b154.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5b811e209131ce9c901c.md>)

Recorded evaluation configuration: {"σ":"5"}. This record does not assert independent reproduction.

### Doubly Sparse Explicitly Conditioned Transform Learning

PSNR: 35.058. Result ID: 6a2a76f5fbc373592c27b156.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"5"}. This record does not assert independent reproduction.

### DCT

PSNR: 35.057. Result ID: 6a2a76f5fbc373592c27b152.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"5"}. This record does not assert independent reproduction.

### Sparse Bresler

PSNR: 30.336. Result ID: 6a2a76f5fbc373592c27b15a.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"10"}. This record does not assert independent reproduction.

### Doubly Sparse Explicitly Conditioned Transform Learning

PSNR: 30.324. Result ID: 6a2a76f5fbc373592c27b15b.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"10"}. This record does not assert independent reproduction.

### DCT

PSNR: 30.313. Result ID: 6a2a76f5fbc373592c27b157.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"10"}. This record does not assert independent reproduction.

### Dense Bresler

PSNR: 30.114. Result ID: 6a2a76f5fbc373592c27b158.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"10"}. This record does not assert independent reproduction.

### Dense Conditioned

PSNR: 30.109. Result ID: 6a2a76f5fbc373592c27b159.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5b811e209131ce9c901c.md>)

Recorded evaluation configuration: {"σ":"10"}. This record does not assert independent reproduction.

### Doubly Sparse Explicitly Conditioned Transform Learning

PSNR: 27.82. Result ID: 6a2a76f5fbc373592c27b160.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"15"}. This record does not assert independent reproduction.

### DCT

PSNR: 27.798. Result ID: 6a2a76f5fbc373592c27b15c.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"15"}. This record does not assert independent reproduction.

### Sparse Bresler

PSNR: 27.731. Result ID: 6a2a76f5fbc373592c27b15f.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"15"}. This record does not assert independent reproduction.

### Dense Conditioned

PSNR: 27.382. Result ID: 6a2a76f5fbc373592c27b15e.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5b811e209131ce9c901c.md>)

Recorded evaluation configuration: {"σ":"15"}. This record does not assert independent reproduction.

### Dense Bresler

PSNR: 27.361. Result ID: 6a2a76f5fbc373592c27b15d.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"15"}. This record does not assert independent reproduction.

### Doubly Sparse Explicitly Conditioned Transform Learning

PSNR: 26.131. Result ID: 6a2a76f5fbc373592c27b165.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"20"}. This record does not assert independent reproduction.

### DCT

PSNR: 26.099. Result ID: 6a2a76f5fbc373592c27b161.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"20"}. This record does not assert independent reproduction.

### Sparse Bresler

PSNR: 25.961. Result ID: 6a2a76f5fbc373592c27b164.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"20"}. This record does not assert independent reproduction.

### Dense Conditioned

PSNR: 25.588. Result ID: 6a2a76f5fbc373592c27b163.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5b811e209131ce9c901c.md>)

Recorded evaluation configuration: {"σ":"20"}. This record does not assert independent reproduction.

### Dense Bresler

PSNR: 25.555. Result ID: 6a2a76f5fbc373592c27b162.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"20"}. This record does not assert independent reproduction.

### Sparse Bresler

PSNR: 19.633. Result ID: 6a2a76f5fbc373592c27b169.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"100"}. This record does not assert independent reproduction.

### DCT

PSNR: 19.627. Result ID: 6a2a76f5fbc373592c27b166.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"100"}. This record does not assert independent reproduction.

### Doubly Sparse Explicitly Conditioned Transform Learning

PSNR: 19.567. Result ID: 6a2a76f5fbc373592c27b16a.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"100"}. This record does not assert independent reproduction.

### Dense Bresler

PSNR: 19.564. Result ID: 6a2a76f5fbc373592c27b167.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

Recorded evaluation configuration: {"σ":"100"}. This record does not assert independent reproduction.

### Dense Conditioned

PSNR: 19.563. Result ID: 6a2a76f5fbc373592c27b168.

[Reporting paper](<https://www.sota2.com/research/paper/6a28f38490966ade919c1a92.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5b811e209131ce9c901c.md>)

Recorded evaluation configuration: {"σ":"100"}. This record does not assert independent reproduction.

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