# Deblurring on ImageNet (test)

Source: [Deblurring on ImageNet (test)](<https://www.sota2.com/research/sota/deblurring-on-imagenet-test>)

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

Data updated: 2026-05-13T08:43:57.688Z

Evaluation of image deblurring performance on the test split of the ImageNet 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 | Deblurring |
| Dataset (including any stated split) | ImageNet (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/deblurring-on-imagenet-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/deblurring-on-imagenet-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| OptDiff | 41.04 | Not recorded | 6a0405bddbc836b87d82770e |
| OptDiff | 40.07 | Not recorded | 6a0405bddbc836b87d82770e |
| DDRM | 36.24 | Not recorded | 6a0405bddbc836b87d82770e |
| RED-diff | 35.94 | Not recorded | 6a0405bddbc836b87d82770e |
| DAPS | 35.03 | Not recorded | 6a0405bddbc836b87d82770e |
| Pi-GDM | 33.85 | Not recorded | 6a0405bddbc836b87d82770e |
| DAPS | 33.24 | Not recorded | 6a0405bddbc836b87d82770e |
| Pi-GDM | 32.93 | Not recorded | 6a0405bddbc836b87d82770e |
| DDRM | 31.89 | Not recorded | 6a0405bddbc836b87d82770e |
| RED-diff | 31.57 | Not recorded | 6a0405bddbc836b87d82770e |
| DDS | 30.54 | Not recorded | 6a0405bddbc836b87d82770e |
| DDS | 29.14 | Not recorded | 6a0405bddbc836b87d82770e |
| DPS | 27.51 | Not recorded | 6a0405bddbc836b87d82770e |
| DPS | 24.41 | Not recorded | 6a0405bddbc836b87d82770e |

### OptDiff

PSNR: 41.04. Result ID: 6a04389c47f34ce924ea23f4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

Recorded evaluation configuration: {"Steps":"100","Time (s)":"7.52 ± 0.72"}. This record does not assert independent reproduction.

### OptDiff

PSNR: 40.07. Result ID: 6a04389c47f34ce924ea23ed.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

Recorded evaluation configuration: {"Steps":"20","Time (s)":"1.59 ± 0.43"}. This record does not assert independent reproduction.

### DDRM

PSNR: 36.24. Result ID: 6a04389c47f34ce924ea23ef.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"Steps":"100","Time (s)":"11.79 ± 0.75"}. This record does not assert independent reproduction.

### RED-diff

PSNR: 35.94. Result ID: 6a04389c47f34ce924ea23f2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5af61e209131ce9c4296.md>)

Recorded evaluation configuration: {"Steps":"100","Time (s)":"11.69 ± 0.78"}. This record does not assert independent reproduction.

### DAPS

PSNR: 35.03. Result ID: 6a04389c47f34ce924ea23f3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa31e209131cea84481.md>)

Recorded evaluation configuration: {"Steps":"100","Time (s)":"30.86 ± 0.24"}. This record does not assert independent reproduction.

### Pi-GDM

PSNR: 33.85. Result ID: 6a04389c47f34ce924ea23f0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

Recorded evaluation configuration: {"Steps":"100","Time (s)":"40.61 ± 1.61"}. This record does not assert independent reproduction.

### DAPS

PSNR: 33.24. Result ID: 6a04389c47f34ce924ea23ec.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7aa31e209131cea84481.md>)

Recorded evaluation configuration: {"Steps":"20","Time (s)":"8.57 ± 2.23"}. This record does not assert independent reproduction.

### Pi-GDM

PSNR: 32.93. Result ID: 6a04389c47f34ce924ea23e9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

Recorded evaluation configuration: {"Steps":"20","Time (s)":"8.22 ± 0.66"}. This record does not assert independent reproduction.

### DDRM

PSNR: 31.89. Result ID: 6a04389c47f34ce924ea23e8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aea8.md>)

[Implementation](<https://github.com/bahjat-kawar/ddrm>)

Recorded evaluation configuration: {"Steps":"20","Time (s)":"2.61 ± 0.72"}. This record does not assert independent reproduction.

### RED-diff

PSNR: 31.57. Result ID: 6a04389c47f34ce924ea23eb.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5af61e209131ce9c4296.md>)

Recorded evaluation configuration: {"Steps":"20","Time (s)":"2.52 ± 0.79"}. This record does not assert independent reproduction.

### DDS

PSNR: 30.54. Result ID: 6a04389c47f34ce924ea23f1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72371e209131cea55039.md>)

Recorded evaluation configuration: {"Steps":"100","Time (s)":"13.40 ± 1.65"}. This record does not assert independent reproduction.

### DDS

PSNR: 29.14. Result ID: 6a04389c47f34ce924ea23ea.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72371e209131cea55039.md>)

Recorded evaluation configuration: {"Steps":"20","Time (s)":"3.10 ± 0.25"}. This record does not assert independent reproduction.

### DPS

PSNR: 27.51. Result ID: 6a04389c47f34ce924ea23ee.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adbc.md>)

Recorded evaluation configuration: {"Steps":"100","Time (s)":"40.48 ± 0.63"}. This record does not assert independent reproduction.

### DPS

PSNR: 24.41. Result ID: 6a04389c47f34ce924ea23e7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0405bddbc836b87d82770e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adbc.md>)

Recorded evaluation configuration: {"Steps":"20","Time (s)":"5.58 ± 1.25"}. This record does not assert independent reproduction.

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