# Gaussian Deblurring on ImageNet 256x256 (val)

Source: [Gaussian Deblurring on ImageNet 256x256 (val)](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-256x256-val>)

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

Data updated: 2026-05-28T08:31:48.889Z

Evaluation of image deblurring performance using a Gaussian degradation model on the validation split of ImageNet resized to 256x256 resolution, measured using PSNR, SSIM, LPIPS, and runtime.

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 256x256 (val) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-256x256-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-256x256-val.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-256x256-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [Run-time (s)](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-256x256-val.md?metric=Run-time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| CLAMP | 25.443 | Not recorded | 6a17cbf8dbd7150506f811bc |
| ReSample | 23.53 | Not recorded | 6a17cbf8dbd7150506f811bc |
| LatentDAPS | 22.695 | Not recorded | 6a17cbf8dbd7150506f811bc |
| PSLD | 19.591 | Not recorded | 6a17cbf8dbd7150506f811bc |

### CLAMP

PSNR: 25.443. Result ID: 6a17fd26fbc373592c11b320.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf8dbd7150506f811bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cbf8dbd7150506f811bc.md>)

Recorded evaluation configuration: {"Space":"Latent"}. This record does not assert independent reproduction.

### ReSample

PSNR: 23.53. Result ID: 6a17fd26fbc373592c11b322.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf8dbd7150506f811bc.md>)

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

Recorded evaluation configuration: {"Space":"Latent"}. This record does not assert independent reproduction.

### LatentDAPS

PSNR: 22.695. Result ID: 6a17fd26fbc373592c11b323.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf8dbd7150506f811bc.md>)

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

Recorded evaluation configuration: {"Space":"Latent"}. This record does not assert independent reproduction.

### PSLD

PSNR: 19.591. Result ID: 6a17fd26fbc373592c11b321.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cbf8dbd7150506f811bc.md>)

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

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

Recorded evaluation configuration: {"Space":"Latent"}. This record does not assert independent reproduction.

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