# Gaussian Deblurring on ImageNet 100 images (val)

Source: [Gaussian Deblurring on ImageNet 100 images (val)](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-100-images-val>)

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

Data updated: 2026-05-28T08:30:56.426Z

Evaluation of image deblurring performance using a Gaussian degradation model on the specific validation subset of 100 images derived from ImageNet, measured using PSNR, SSIM, LPIPS, and Residual error.

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 100 images (val) |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-100-images-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-100-images-val.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-100-images-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [Residual Error](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-100-images-val.md?metric=Residual%20Error>): Lower is better; unit: SCALAR.

- [Run-time (s)](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-100-images-val.md?metric=Run-time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| SITCOM | 26.741 | Not recorded | 6a17cbf8dbd7150506f811bc |
| CLAMP | 26.388 | Not recorded | 6a17cbf8dbd7150506f811bc |
| DAPS | 25.932 | Not recorded | 6a17cbf8dbd7150506f811bc |
| DAPS | 25.9 | Not recorded | 68fa78b61e209131cea79f57 |
| DMPlug | 24.082 | Not recorded | 6a17cbf8dbd7150506f811bc |
| DCDP | 23.499 | Not recorded | 6a17cbf8dbd7150506f811bc |
| DDiff | 22.29 | Not recorded | 68fa78b61e209131cea79f57 |

### SITCOM

PSNR: 26.741. Result ID: 6a17fd26fbc373592c11b349.

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

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

Recorded evaluation configuration: {"Implementation setting":"pixel setting"}. This record does not assert independent reproduction.

### CLAMP

PSNR: 26.388. Result ID: 6a17fd26fbc373592c11b347.

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

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

Recorded evaluation configuration: {"Implementation setting":"pixel setting"}. This record does not assert independent reproduction.

### DAPS

PSNR: 25.932. Result ID: 6a17fd26fbc373592c11b348.

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

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

Recorded evaluation configuration: {"Implementation setting":"pixel setting"}. This record does not assert independent reproduction.

### DAPS

PSNR: 25.9. Result ID: 6a06c43747f34ce924edd033.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

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

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

### DMPlug

PSNR: 24.082. Result ID: 6a17fd26fbc373592c11b34a.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa758c1e209131cea688b2.md>)

Recorded evaluation configuration: {"Implementation setting":"pixel setting"}. This record does not assert independent reproduction.

### DCDP

PSNR: 23.499. Result ID: 6a17fd26fbc373592c11b34b.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa792f1e209131cea7c791.md>)

Recorded evaluation configuration: {"Implementation setting":"pixel setting"}. This record does not assert independent reproduction.

### DDiff

PSNR: 22.29. Result ID: 6a06c43747f34ce924edd032.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78b61e209131cea79f57.md>)

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

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