# Gaussian Deblurring on ImageNet (val)

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

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

Data updated: 2026-05-27T07:46:48.605Z

Evaluation of image deblurring performance using a Gaussian degradation model on the validation split of the ImageNet dataset, measured using PSNR, SSIM, LPIPS, and FID.

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 (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/gaussian-deblurring-on-imagenet-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Resample | 26.49 | Not recorded | 6923e6a7d6b0dd334292f144 |
| Resample | 26.19 | Not recorded | 6923e6a7d6b0dd334292f144 |
| Latent DAPS | 26.02 | Not recorded | 6923e6a7d6b0dd334292f144 |
| Latent DPS | 25.76 | Not recorded | 6923e6a7d6b0dd334292f144 |
| Latent DPS | 25.66 | Not recorded | 6923e6a7d6b0dd334292f144 |
| ABMS | 22.65 | Not recorded | 69afa57f2d603e6de3e439f9 |
| DSG | 22.64 | Not recorded | 69afa57f2d603e6de3e439f9 |
| DPS | 19.55 | Not recorded | 6923e6a7d6b0dd334292f144 |
| LGD | 19.52 | Not recorded | 69afa57f2d603e6de3e439f9 |
| DPS | 18.78 | Not recorded | 69afa57f2d603e6de3e439f9 |

### Resample

PSNR: 26.49. Result ID: 6a16a166fbc373592c0f80ed.

[Reporting paper](<https://www.sota2.com/research/paper/6923e6a7d6b0dd334292f144.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e6a7d6b0dd334292f144.md>)

Recorded evaluation configuration: {"REPA":"true"}. This record does not assert independent reproduction.

### Resample

PSNR: 26.19. Result ID: 6a16a166fbc373592c0f80ec.

[Reporting paper](<https://www.sota2.com/research/paper/6923e6a7d6b0dd334292f144.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e6a7d6b0dd334292f144.md>)

Recorded evaluation configuration: {"REPA":"false"}. This record does not assert independent reproduction.

### Latent DAPS

PSNR: 26.02. Result ID: 6a16a166fbc373592c0f80ef.

[Reporting paper](<https://www.sota2.com/research/paper/6923e6a7d6b0dd334292f144.md>)

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

### Latent DPS

PSNR: 25.76. Result ID: 6a16a166fbc373592c0f80ea.

[Reporting paper](<https://www.sota2.com/research/paper/6923e6a7d6b0dd334292f144.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e6a7d6b0dd334292f144.md>)

Recorded evaluation configuration: {"REPA":"false"}. This record does not assert independent reproduction.

### Latent DPS

PSNR: 25.66. Result ID: 6a16a166fbc373592c0f80eb.

[Reporting paper](<https://www.sota2.com/research/paper/6923e6a7d6b0dd334292f144.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6923e6a7d6b0dd334292f144.md>)

Recorded evaluation configuration: {"REPA":"true"}. This record does not assert independent reproduction.

### ABMS

PSNR: 22.65. Result ID: 69afcde16dbb7075b957eb78.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57f2d603e6de3e439f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa57f2d603e6de3e439f9.md>)

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

### DSG

PSNR: 22.64. Result ID: 69afcde16dbb7075b957eb77.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57f2d603e6de3e439f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74051e209131cea5f4cb.md>)

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

### DPS

PSNR: 19.55. Result ID: 6a16a166fbc373592c0f80ee.

[Reporting paper](<https://www.sota2.com/research/paper/6923e6a7d6b0dd334292f144.md>)

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

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

### LGD

PSNR: 19.52. Result ID: 69afcde16dbb7075b957eb76.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57f2d603e6de3e439f9.md>)

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

### DPS

PSNR: 18.78. Result ID: 69afcde16dbb7075b957eb75.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57f2d603e6de3e439f9.md>)

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

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

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