# Gaussian Deblurring on ImageNet (Extended Metrics)

Source: [Gaussian Deblurring on ImageNet (Extended Metrics)](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-extended-metrics>)

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

Data updated: 2026-03-10T09:04:49.068Z

Evaluation of image deblurring performance using a Gaussian degradation model on the standard ImageNet dataset, measured using a comprehensive set of metrics including PSNR, SSIM, LPIPS, FID, MMD, CRPS variants, and inference time.

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 | Gaussian Deblurring |
| Dataset (including any stated split) | ImageNet |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/gaussian-deblurring-on-imagenet-extended-metrics.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

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

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

- [CRPS (DINO)](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-extended-metrics.md?metric=CRPS%20(DINO)>): Higher is better; unit: PERCENT.

- [CRPS (Inc)](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-extended-metrics.md?metric=CRPS%20(Inc)>): Higher is better; unit: PERCENT.

- [Inference Time (s)](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-extended-metrics.md?metric=Inference%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| VFM | 23.92 | Not recorded | 69afa5702d603e6de3e43970 |
| FlowDPS | 23.41 | Not recorded | 69afa5702d603e6de3e43970 |
| MPGD | 23.22 | Not recorded | 69afa5702d603e6de3e43970 |
| Latent DPS | 23.21 | Not recorded | 69afa5702d603e6de3e43970 |
| FlowChef | 23.21 | Not recorded | 69afa5702d603e6de3e43970 |
| PSLD | 23.01 | Not recorded | 69afa5702d603e6de3e43970 |
| VFM | 21.74 | Not recorded | 69afa5702d603e6de3e43970 |
| Latent DAPS | 21.46 | Not recorded | 69afa5702d603e6de3e43970 |
| frozen-θ | 20.02 | Not recorded | 69afa5702d603e6de3e43970 |

### VFM

PSNR: 23.92. Result ID: 69afdeaa6dbb7075b95867fa.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Implementation](<https://github.com/abbasmammadov/VFM>)

Recorded evaluation configuration: {"NFE":"10","Evaluation":"average"}. This record does not assert independent reproduction.

### FlowDPS

PSNR: 23.41. Result ID: 69afdeaa6dbb7075b95867f7.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77641e209131cea72f7d.md>)

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### MPGD

PSNR: 23.22. Result ID: 69afdeaa6dbb7075b95867f5.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71461e209131cea504ca.md>)

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### Latent DPS

PSNR: 23.21. Result ID: 69afdeaa6dbb7075b95867f2.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

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

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### FlowChef

PSNR: 23.21. Result ID: 69afdeaa6dbb7075b95867f6.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### PSLD

PSNR: 23.01. Result ID: 69afdeaa6dbb7075b95867f4.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

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

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

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### VFM

PSNR: 21.74. Result ID: 69afdeaa6dbb7075b95867f9.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

[Implementation](<https://github.com/abbasmammadov/VFM>)

Recorded evaluation configuration: {"NFE":"1","Evaluation":"single sample"}. This record does not assert independent reproduction.

### Latent DAPS

PSNR: 21.46. Result ID: 69afdeaa6dbb7075b95867f3.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

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

Recorded evaluation configuration: {"NFE":"250x2"}. This record does not assert independent reproduction.

### frozen-θ

PSNR: 20.02. Result ID: 69afdeaa6dbb7075b95867f8.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5702d603e6de3e43970.md>)

Recorded evaluation configuration: {"NFE":"1"}. This record does not assert independent reproduction.

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