# Gaussian Deblurring on ImageNet 512 (val)

Source: [Gaussian Deblurring on ImageNet 512 (val)](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-512-val>)

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

Data updated: 2026-05-11T10:39:53.933Z

Evaluation of image deblurring performance using a Gaussian degradation model on the 512-resolution validation 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 512 (val) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower 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

- [FID](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-512-val.md?metric=FID>): Lower is better; unit: SCALAR.

- [PSNR](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-512-val.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/gaussian-deblurring-on-imagenet-512-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| CWGF | 28.19 | Not recorded | 6a0162c2dbc836b87d8233da |
| LATINO-PRO | 35.18 | Not recorded | 6a0162c2dbc836b87d8233da |
| LATINO | 52.95 | Not recorded | 6a0162c2dbc836b87d8233da |
| TReg | 56.54 | Not recorded | 6a0162c2dbc836b87d8233da |
| P2L | 59.77 | Not recorded | 6a0162c2dbc836b87d8233da |
| PSLD | 129.8 | Not recorded | 6a0162c2dbc836b87d8233da |
| LDPS | 152 | Not recorded | 6a0162c2dbc836b87d8233da |

### CWGF

FID: 28.19. Result ID: 6a01b0e947f34ce924e444ce.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233da.md>)

Recorded evaluation configuration: {"NFE":"16"}. This record does not assert independent reproduction.

### LATINO-PRO

FID: 35.18. Result ID: 6a01b0e947f34ce924e444c9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b261e209131cea86e17.md>)

Recorded evaluation configuration: {"NFE":"65"}. This record does not assert independent reproduction.

### LATINO

FID: 52.95. Result ID: 6a01b0e947f34ce924e444c8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd21e209131cea8ab8f.md>)

Recorded evaluation configuration: {"NFE":"8"}. This record does not assert independent reproduction.

### TReg

FID: 56.54. Result ID: 6a01b0e947f34ce924e444cb.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77581e209131cea72889.md>)

Recorded evaluation configuration: {"NFE":"200"}. This record does not assert independent reproduction.

### P2L

FID: 59.77. Result ID: 6a01b0e947f34ce924e444ca.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233da.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b71e209131cea4cc46.md>)

Recorded evaluation configuration: {"NFE":"400"}. This record does not assert independent reproduction.

### PSLD

FID: 129.8. Result ID: 6a01b0e947f34ce924e444cc.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233da.md>)

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

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

Recorded evaluation configuration: {"NFE":"200"}. This record does not assert independent reproduction.

### LDPS

FID: 152. Result ID: 6a01b0e947f34ce924e444cd.

[Reporting paper](<https://www.sota2.com/research/paper/6a0162c2dbc836b87d8233da.md>)

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

Recorded evaluation configuration: {"NFE":"1000"}. This record does not assert independent reproduction.

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