# Blind Face Restoration on CelebA RESR (test)

Source: [Blind Face Restoration on CelebA RESR (test)](<https://www.sota2.com/research/sota/blind-face-restoration-on-celeba-resr-test>)

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

Data updated: 2026-02-26T05:55:59.687Z

Evaluation of Blind Face Restoration models on the specific RESR test split of the CelebA dataset, reporting metrics such as PSNR, SSIM, LPIPS, FID, and Degradation score.

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 | Blind Face Restoration |
| Dataset (including any stated split) | CelebA RESR (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/blind-face-restoration-on-celeba-resr-test.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/blind-face-restoration-on-celeba-resr-test.md?metric=SSIM>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/blind-face-restoration-on-celeba-resr-test.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [FID](<https://www.sota2.com/research/sota/blind-face-restoration-on-celeba-resr-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [Degradation Score](<https://www.sota2.com/research/sota/blind-face-restoration-on-celeba-resr-test.md?metric=Degradation%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| WaveFace | 19.126 | Not recorded | 68fa72901e209131cea571bc |
| Input | 18.886 | Not recorded | 68fa72901e209131cea571bc |
| DifFace | 18.321 | Not recorded | 68fa72901e209131cea571bc |
| VQFR | 18.167 | Not recorded | 68fa72901e209131cea571bc |

### WaveFace

PSNR: 19.126. Result ID: 69925cfd3a6c3148490e7283.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea571bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72901e209131cea571bc.md>)

Recorded evaluation configuration: {"Training Dataset":"FFHQ","Degradation Process":"RealESRGAN"}. This record does not assert independent reproduction.

### Input

PSNR: 18.886. Result ID: 69925cfd3a6c3148490e7280.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea571bc.md>)

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

### DifFace

PSNR: 18.321. Result ID: 69925cfd3a6c3148490e7282.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea571bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74341e209131cea606d0.md>)

[Implementation](<https://github.com/zsyOAOA/DifFace>)

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

### VQFR

PSNR: 18.167. Result ID: 69925cfd3a6c3148490e7281.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72901e209131cea571bc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d1f1e209131cea37eeb.md>)

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

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