# Motion Deblurring on ImageNet (val)

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

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

Data updated: 2026-05-15T06:59:06.681Z

Evaluation of motion deblurring performance on the validation split of ImageNet, reporting PSNR, SSIM, LPIPS, and Residual scores.

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 | Motion Deblurring |
| Dataset (including any stated split) | ImageNet (val) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/motion-deblurring-on-imagenet-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

- [Residual Error](<https://www.sota2.com/research/sota/motion-deblurring-on-imagenet-val.md?metric=Residual%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| ReSample | 26.65 | Not recorded | 68fa78b61e209131cea79f57 |
| DAPS | 26.61 | Not recorded | 68fa78b61e209131cea79f57 |
| LatentDAPS | 26.34 | Not recorded | 68fa78b61e209131cea79f57 |
| LatentDDiff | 25.54 | Not recorded | 68fa78b61e209131cea79f57 |
| DDiff | 24.16 | Not recorded | 68fa78b61e209131cea79f57 |
| DPS | 23.36 | Not recorded | 68fa78b61e209131cea79f57 |
| PSLD | 20.23 | Not recorded | 68fa78b61e209131cea79f57 |
| DiffPIR | 18.93 | Not recorded | 68fa78b61e209131cea79f57 |
| DMPlug | 14.81 | Not recorded | 68fa78b61e209131cea79f57 |
| DCDP | 9.491 | Not recorded | 68fa78b61e209131cea79f57 |

### ReSample

PSNR: 26.65. Result ID: 6a06c43747f34ce924edd019.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596ef.md>)

Recorded evaluation configuration: {"Noise standard deviation (sigma)":"0.05","Consistency variant":"PIXEL-DC"}. This record does not assert independent reproduction.

### DAPS

PSNR: 26.61. Result ID: 6a06c43747f34ce924edd08d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

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

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

### LatentDAPS

PSNR: 26.34. Result ID: 6a06c43747f34ce924edd017.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

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

Recorded evaluation configuration: {"Noise standard deviation (sigma)":"0.05","Consistency variant":"PIXEL-DC"}. This record does not assert independent reproduction.

### LatentDDiff

PSNR: 25.54. Result ID: 6a06c43747f34ce924edd016.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

Recorded evaluation configuration: {"Noise standard deviation (sigma)":"0.05","Consistency variant":"PIXEL-DC"}. This record does not assert independent reproduction.

### DDiff

PSNR: 24.16. Result ID: 6a06c43747f34ce924edd08c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

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

### DPS

PSNR: 23.36. Result ID: 6a06c43747f34ce924edd08f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

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

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

### PSLD

PSNR: 20.23. Result ID: 6a06c43747f34ce924edd018.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe71e209131cea48057.md>)

[Implementation](<https://github.com/LituRout/PSLD>)

Recorded evaluation configuration: {"Noise standard deviation (sigma)":"0.05","Consistency variant":"PIXEL-DC"}. This record does not assert independent reproduction.

### DiffPIR

PSNR: 18.93. Result ID: 6a06c43747f34ce924edd090.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f5a1e209131cea45311.md>)

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

### DMPlug

PSNR: 14.81. Result ID: 6a06c43747f34ce924edd08e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea688b2.md>)

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

### DCDP

PSNR: 9.491. Result ID: 6a06c43747f34ce924edd091.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa792f1e209131cea7c791.md>)

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

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