# Image Denoising on FMD

Source: [Image Denoising on FMD](<https://www.sota2.com/research/sota/image-denoising-on-fmd>)

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

Data updated: 2026-05-26T08:19:25.239Z

Evaluation of image denoising performance on the FMD 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) | FMD |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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-fmd.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| blind-spot denoising | 33.95 | Not recorded | 68fa7b731e209131cea88881 |
| QWD-GAN | 33.95 | Not recorded | 68fa7b731e209131cea88881 |
| LUD-VAE | 33.59 | Not recorded | 68fa7b731e209131cea88881 |
| ScoreDVI | 33.1 | Not recorded | 68fa7b731e209131cea88881 |
| MASH | 33.01 | Not recorded | 68fa7b731e209131cea88881 |
| MPI | 32.97 | Not recorded | 68fa75c61e209131cea69eb8 |
| PD-denoising | 32.86 | Not recorded | 68fa7b731e209131cea88881 |
| CVF-SID | 32.73 | Not recorded | 68fa7b731e209131cea88881 |
| NN+denoising | 32.21 | Not recorded | 68fa7b731e209131cea88881 |
| DIP-SURE | 32.07 | Not recorded | 68fa75c61e209131cea69eb8 |
| DIP-SURE | 32.04 | Not recorded | 68fa75c61e209131cea69eb8 |
| DIP | 31.72 | Not recorded | 68fa7b731e209131cea88881 |
| APBSN-single | 31.47 | Not recorded | 68fa7b731e209131cea88881 |
| Self2Self | 30.76 | Not recorded | 68fa7b731e209131cea88881 |
| DDPG | 30.41 | Not recorded | 68fa75c61e209131cea69eb8 |
| PUCA | 30.22 | Not recorded | 68fa75c61e209131cea69eb8 |
| MM-BSN | 29.73 | Not recorded | 68fa75c61e209131cea69eb8 |
| AP-BSN | 29.27 | Not recorded | 68fa75c61e209131cea69eb8 |
| DDNM | 28.99 | Not recorded | 68fa75c61e209131cea69eb8 |

### blind-spot denoising

PSNR: 33.95. Result ID: 6a155789fbc373592c0caaaf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

Recorded evaluation configuration: {"Category":"Zero-shot"}. This record does not assert independent reproduction.

### QWD-GAN

PSNR: 33.95. Result ID: 6a155789fbc373592c0caab2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

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

### LUD-VAE

PSNR: 33.59. Result ID: 6a155789fbc373592c0caab1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d6c1e209131cea39c34.md>)

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

### ScoreDVI

PSNR: 33.1. Result ID: 6a155789fbc373592c0caaad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70481e209131cea4a2ab.md>)

Recorded evaluation configuration: {"Category":"Zero-shot"}. This record does not assert independent reproduction.

### MASH

PSNR: 33.01. Result ID: 6a155789fbc373592c0caaae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72db1e209131cea58f76.md>)

Recorded evaluation configuration: {"Category":"Zero-shot"}. This record does not assert independent reproduction.

### MPI

PSNR: 32.97. Result ID: 6993e60e3a6c314849194d7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c61e209131cea69eb8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c61e209131cea69eb8.md>)

[Implementation](<https://github.com/krennic999/MPI.git>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PD-denoising

PSNR: 32.86. Result ID: 6a155789fbc373592c0caaaa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ab1e209131cea11880.md>)

[Implementation](<https://github.com/yzhouas/PD-Denoising-pytorch>)

Recorded evaluation configuration: {"Category":"Zero-shot"}. This record does not assert independent reproduction.

### CVF-SID

PSNR: 32.73. Result ID: 6a155789fbc373592c0caab0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

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

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

### NN+denoising

PSNR: 32.21. Result ID: 6a155789fbc373592c0caaab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

Recorded evaluation configuration: {"Category":"Zero-shot"}. This record does not assert independent reproduction.

### DIP-SURE

PSNR: 32.07. Result ID: 6993e60e3a6c314849194d78.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c61e209131cea69eb8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aad1e209131cea29aec.md>)

Recorded evaluation configuration: {"Evaluation":"last"}. This record does not assert independent reproduction.

### DIP-SURE

PSNR: 32.04. Result ID: 6993e60e3a6c314849194d77.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c61e209131cea69eb8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aad1e209131cea29aec.md>)

Recorded evaluation configuration: {"Evaluation":"peak"}. This record does not assert independent reproduction.

### DIP

PSNR: 31.72. Result ID: 6a155789fbc373592c0caaa8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16bed.md>)

Recorded evaluation configuration: {"Category":"Zero-shot"}. This record does not assert independent reproduction.

### APBSN-single

PSNR: 31.47. Result ID: 6a155789fbc373592c0caaac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

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

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

Recorded evaluation configuration: {"Category":"Zero-shot"}. This record does not assert independent reproduction.

### Self2Self

PSNR: 30.76. Result ID: 6a155789fbc373592c0caaa9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b731e209131cea88881.md>)

Recorded evaluation configuration: {"Category":"Zero-shot"}. This record does not assert independent reproduction.

### DDPG

PSNR: 30.41. Result ID: 6993e60e3a6c314849194d7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c61e209131cea69eb8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d91e209131cea58e59.md>)

[Implementation](<https://github.com/tirer-lab/DDPG>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PUCA

PSNR: 30.22. Result ID: 6993e60e3a6c314849194d7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c61e209131cea69eb8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4e00c.md>)

Recorded evaluation configuration: {"Mode":"Modified zero-shot"}. This record does not assert independent reproduction.

### MM-BSN

PSNR: 29.73. Result ID: 6993e60e3a6c314849194d7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c61e209131cea69eb8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f091e209131cea43741.md>)

Recorded evaluation configuration: {"Mode":"Modified zero-shot"}. This record does not assert independent reproduction.

### AP-BSN

PSNR: 29.27. Result ID: 6993e60e3a6c314849194d7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c61e209131cea69eb8.md>)

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

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

Recorded evaluation configuration: {"Mode":"Modified zero-shot"}. This record does not assert independent reproduction.

### DDNM

PSNR: 28.99. Result ID: 6993e60e3a6c314849194d79.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75c61e209131cea69eb8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3dfb9.md>)

[Implementation](<https://github.com/wyhuai/DDNM>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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