# Gaussian Deblurring on ImageNet (test)

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

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

Data updated: 2026-02-26T05:56:51.746Z

Evaluation of image deblurring performance using a Gaussian degradation model on the test split of the ImageNet dataset.

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 (test) |
| 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-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| AdamSphere | 26.48 | Not recorded | 69802fbea8b01e76cc8e1745 |
| DPS | 25.49 | Not recorded | 69802fbea8b01e76cc8e1745 |
| AdamSphere | 25.4 | Not recorded | 69802fbea8b01e76cc8e1745 |
| DSG | 22.09 | Not recorded | 69802fbea8b01e76cc8e1745 |

### AdamSphere

PSNR: 26.48. Result ID: 6998f0825698665ec4553cbd.

[Reporting paper](<https://www.sota2.com/research/paper/69802fbea8b01e76cc8e1745.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69802fbea8b01e76cc8e1745.md>)

Recorded evaluation configuration: {"Model":"DiT"}. This record does not assert independent reproduction.

### DPS

PSNR: 25.49. Result ID: 6998f0825698665ec4553cbf.

[Reporting paper](<https://www.sota2.com/research/paper/69802fbea8b01e76cc8e1745.md>)

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

Recorded evaluation configuration: {"Model":"SD2.1"}. This record does not assert independent reproduction.

### AdamSphere

PSNR: 25.4. Result ID: 6998f0825698665ec4553cbe.

[Reporting paper](<https://www.sota2.com/research/paper/69802fbea8b01e76cc8e1745.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69802fbea8b01e76cc8e1745.md>)

Recorded evaluation configuration: {"Model":"SD2.1"}. This record does not assert independent reproduction.

### DSG

PSNR: 22.09. Result ID: 6998f0825698665ec4553cc0.

[Reporting paper](<https://www.sota2.com/research/paper/69802fbea8b01e76cc8e1745.md>)

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

Recorded evaluation configuration: {"Model":"SD2.1"}. This record does not assert independent reproduction.

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