# Motion Deblurring on ImageNet (PSNR, LPIPS, FID, P-FID)

Source: [Motion Deblurring on ImageNet (PSNR, LPIPS, FID, P-FID)](<https://www.sota2.com/research/sota/motion-deblurring-on-imagenet-psnr-lpips-fid-p-fid>)

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

Data updated: 2026-05-19T13:53:22.212Z

Evaluation of motion deblurring performance on the ImageNet dataset, specifically reporting PSNR, LPIPS, FID, and P-FID metrics.

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 Deblur |
| Dataset (including any stated split) | ImageNet |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 34 of 34 |
| 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-psnr-lpips-fid-p-fid.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

- [P-FID](<https://www.sota2.com/research/sota/motion-deblurring-on-imagenet-psnr-lpips-fid-p-fid.md?metric=P-FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| G&G | 26.9 | Not recorded | 69afa5912d603e6de3e43b71 |
| RED-DIFF | 25.5 | Not recorded | 69afa5912d603e6de3e43b71 |
| DPIR + Fast ProxiMAP | 25.5 | Not recorded | 6a0bee86dbc836b87d82c35e |
| DPIR + ProxiMAP | 25.4 | Not recorded | 6a0bee86dbc836b87d82c35e |
| DPIR | 25.2 | Not recorded | 6a0bee86dbc836b87d82c35e |
| DiffPIR + Fast ProxiMAP | 25.2 | Not recorded | 6a0bee86dbc836b87d82c35e |
| DiffPIR + ProxiMAP | 25.1 | Not recorded | 6a0bee86dbc836b87d82c35e |
| MCLC | 24.94 | Not recorded | 69608b6753fdd5c3617441e9 |
| MCLC | 24.79 | Not recorded | 69608b6753fdd5c3617441e9 |
| DAPS | 24.7 | Not recorded | 69afa5912d603e6de3e43b71 |
| DAPS + ProxiMAP | 24.7 | Not recorded | 6a0bee86dbc836b87d82c35e |
| DiffStateGrad | 24.6 | Not recorded | 69608b6753fdd5c3617441e9 |
| SITCOM | 24.6 | Not recorded | 6a0bee86dbc836b87d82c35e |
| PSLD | 24.54 | Not recorded | 69608b6753fdd5c3617441e9 |
| DAPS | 24.4 | Not recorded | 6a0bee86dbc836b87d82c35e |
| DiffPIR | 24.3 | Not recorded | 6a0bee86dbc836b87d82c35e |
| DiffStateGrad | 24.08 | Not recorded | 69608b6753fdd5c3617441e9 |
| REDDiff | 24 | Not recorded | 6a0bee86dbc836b87d82c35e |
| LDPS | 23.93 | Not recorded | 69608b6753fdd5c3617441e9 |
| PnPFlow | 23.7 | Not recorded | 6a0bee86dbc836b87d82c35e |
| DPS | 23.7 | Not recorded | 6a0bee86dbc836b87d82c35e |
| PNP-DM | 23.4 | Not recorded | 69afa5912d603e6de3e43b71 |
| MCLC | 23.31 | Not recorded | 69608b6753fdd5c3617441e9 |
| DiffStateGrad | 23.11 | Not recorded | 69608b6753fdd5c3617441e9 |
| LatentDAPS | 23.06 | Not recorded | 69608b6753fdd5c3617441e9 |
| MCLC | 22.33 | Not recorded | 69608b6753fdd5c3617441e9 |
| DiffStateGrad | 21.58 | Not recorded | 69608b6753fdd5c3617441e9 |
| ReSample | 21.42 | Not recorded | 69608b6753fdd5c3617441e9 |
| DPS | 20.4 | Not recorded | 69afa5912d603e6de3e43b71 |

### G&G

PSNR: 26.9. Result ID: 69affd416dbb7075b95958cd.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

Recorded evaluation configuration: {"Memory (MB)":"4991","Run time (sec)":"83"}. This record does not assert independent reproduction.

### RED-DIFF

PSNR: 25.5. Result ID: 69affd416dbb7075b95958cf.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

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

Recorded evaluation configuration: {"Memory (MB)":"4995","Run time (sec)":"165"}. This record does not assert independent reproduction.

### DPIR + Fast ProxiMAP

PSNR: 25.5. Result ID: 6a0c6b3cfbc373592c044ff2.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

Recorded evaluation configuration: {"NFE":"27"}. This record does not assert independent reproduction.

### DPIR + ProxiMAP

PSNR: 25.4. Result ID: 6a0c6b3cfbc373592c044ff1.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

Recorded evaluation configuration: {"NFE":"160"}. This record does not assert independent reproduction.

### DPIR

PSNR: 25.2. Result ID: 6a0c6b3cfbc373592c044ff0.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea2776a.md>)

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

### DiffPIR + Fast ProxiMAP

PSNR: 25.2. Result ID: 6a0c6b3cfbc373592c044ff5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

Recorded evaluation configuration: {"NFE":"27"}. This record does not assert independent reproduction.

### DiffPIR + ProxiMAP

PSNR: 25.1. Result ID: 6a0c6b3cfbc373592c044ff4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

Recorded evaluation configuration: {"NFE":"160"}. This record does not assert independent reproduction.

### MCLC

PSNR: 24.94. Result ID: 6997d89c5698665ec430befb.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

Recorded evaluation configuration: {"Base Method":"PSLD"}. This record does not assert independent reproduction.

### MCLC

PSNR: 24.79. Result ID: 6997d89c5698665ec430bef8.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

Recorded evaluation configuration: {"Base Method":"LDPS"}. This record does not assert independent reproduction.

### DAPS

PSNR: 24.7. Result ID: 69affd416dbb7075b95958ce.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

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

Recorded evaluation configuration: {"Memory (MB)":"4993","Run time (sec)":"219"}. This record does not assert independent reproduction.

### DAPS + ProxiMAP

PSNR: 24.7. Result ID: 6a0c6b3cfbc373592c044ff7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

Recorded evaluation configuration: {"NFE":"1200"}. This record does not assert independent reproduction.

### DiffStateGrad

PSNR: 24.6. Result ID: 6997d89c5698665ec430befa.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bf1.md>)

Recorded evaluation configuration: {"Base Method":"PSLD"}. This record does not assert independent reproduction.

### SITCOM

PSNR: 24.6. Result ID: 6a0c6b3cfbc373592c044ffa.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78db1e209131cea7ad48.md>)

Recorded evaluation configuration: {"NFE":"800"}. This record does not assert independent reproduction.

### PSLD

PSNR: 24.54. Result ID: 6997d89c5698665ec430bef9.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

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

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

Recorded evaluation configuration: {"Base Method":"PSLD"}. This record does not assert independent reproduction.

### DAPS

PSNR: 24.4. Result ID: 6a0c6b3cfbc373592c044ff6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

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

Recorded evaluation configuration: {"NFE":"1200"}. This record does not assert independent reproduction.

### DiffPIR

PSNR: 24.3. Result ID: 6a0c6b3cfbc373592c044ff3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

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

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

### DiffStateGrad

PSNR: 24.08. Result ID: 6997d89c5698665ec430bef7.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bf1.md>)

Recorded evaluation configuration: {"Base Method":"LDPS"}. This record does not assert independent reproduction.

### REDDiff

PSNR: 24. Result ID: 6a0c6b3cfbc373592c044ff9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

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

Recorded evaluation configuration: {"NFE":"1000"}. This record does not assert independent reproduction.

### LDPS

PSNR: 23.93. Result ID: 6997d89c5698665ec430bef6.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

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

Recorded evaluation configuration: {"Base Method":"LDPS"}. This record does not assert independent reproduction.

### PnPFlow

PSNR: 23.7. Result ID: 6a0c6b3cfbc373592c044ff8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b331e209131cea87315.md>)

Recorded evaluation configuration: {"NFE":"500"}. This record does not assert independent reproduction.

### DPS

PSNR: 23.7. Result ID: 6a0c6b3cfbc373592c044ffb.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bee86dbc836b87d82c35e.md>)

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

Recorded evaluation configuration: {"NFE":"2000"}. This record does not assert independent reproduction.

### PNP-DM

PSNR: 23.4. Result ID: 69affd416dbb7075b95958d0.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa759c1e209131cea68f2d.md>)

Recorded evaluation configuration: {"Memory (MB)":"4993","Run time (sec)":"636"}. This record does not assert independent reproduction.

### MCLC

PSNR: 23.31. Result ID: 6997d89c5698665ec430bf01.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

Recorded evaluation configuration: {"Base Method":"LatentDAPS"}. This record does not assert independent reproduction.

### DiffStateGrad

PSNR: 23.11. Result ID: 6997d89c5698665ec430bf00.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bf1.md>)

Recorded evaluation configuration: {"Base Method":"LatentDAPS"}. This record does not assert independent reproduction.

### LatentDAPS

PSNR: 23.06. Result ID: 6997d89c5698665ec430beff.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

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

Recorded evaluation configuration: {"Base Method":"LatentDAPS"}. This record does not assert independent reproduction.

### MCLC

PSNR: 22.33. Result ID: 6997d89c5698665ec430befe.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

Recorded evaluation configuration: {"Base Method":"ReSample"}. This record does not assert independent reproduction.

### DiffStateGrad

PSNR: 21.58. Result ID: 6997d89c5698665ec430befd.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b01e209131cea74bf1.md>)

Recorded evaluation configuration: {"Base Method":"ReSample"}. This record does not assert independent reproduction.

### ReSample

PSNR: 21.42. Result ID: 6997d89c5698665ec430befc.

[Reporting paper](<https://www.sota2.com/research/paper/69608b6753fdd5c3617441e9.md>)

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

Recorded evaluation configuration: {"Base Method":"ReSample"}. This record does not assert independent reproduction.

### DPS

PSNR: 20.4. Result ID: 69affd416dbb7075b95958d1.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5912d603e6de3e43b71.md>)

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

Recorded evaluation configuration: {"Memory (MB)":"8701","Run time (sec)":"360"}. This record does not assert independent reproduction.

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