# Face Deblurring on CelebA (PSNR, SSIM)

Source: [Face Deblurring on CelebA (PSNR, SSIM)](<https://www.sota2.com/research/sota/face-deblurring-on-celeba-psnr-ssim>)

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

Data updated: 2026-02-26T05:55:25.768Z

Evaluation of face deblurring models on the CelebA dataset, specifically reporting PSNR and SSIM scores.

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 | Face Deblurring |
| Dataset (including any stated split) | CelebA |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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/face-deblurring-on-celeba-psnr-ssim.md?metric=PSNR>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| UMSN | 26.62 | Not recorded | 68fa67c71e209131cea18433 |
| Kupyn et al. | 25.42 | Not recorded | 68fa67c71e209131cea18433 |
| Shen et al. | 25.05 | Not recorded | 68fa67c71e209131cea18433 |
| Shen et al. | 24.34 | Not recorded | 68fa67c71e209131cea18433 |
| Nah et al. | 22.43 | Not recorded | 68fa67c71e209131cea18433 |
| Xu et al. | 18.93 | Not recorded | 68fa67c71e209131cea18433 |
| Pan et al. | 18.59 | Not recorded | 68fa67c71e209131cea18433 |
| Shan et al. | 18.43 | Not recorded | 68fa67c71e209131cea18433 |
| Krishnan et al. | 18.38 | Not recorded | 68fa67c71e209131cea18433 |
| Zhong et al. | 17.26 | Not recorded | 68fa67c71e209131cea18433 |
| Cho et al. | 13.03 | Not recorded | 68fa67c71e209131cea18433 |

### UMSN

PSNR: 26.62. Result ID: 698d43f08b517eb43320385a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

[Implementation](<https://github.com/rajeevyasarla/UMSN-Face-Deblurring>)

Recorded evaluation configuration: {"loss":"Ltotal"}. This record does not assert independent reproduction.

### Kupyn et al.

PSNR: 25.42. Result ID: 698d43f08b517eb433203859.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa663a1e209131cea0efcf.md>)

[Implementation](<https://github.com/KupynOrest/DeblurGANv2>)

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

### Shen et al.

PSNR: 25.05. Result ID: 698d43f08b517eb433203858.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64241e209131cea02cf3.md>)

Recorded evaluation configuration: {"with\_GAN":false}. This record does not assert independent reproduction.

### Shen et al.

PSNR: 24.34. Result ID: 698d43f08b517eb433203857.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64241e209131cea02cf3.md>)

Recorded evaluation configuration: {"with\_GAN":true}. This record does not assert independent reproduction.

### Nah et al.

PSNR: 22.43. Result ID: 698d43f08b517eb433203856.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64511e209131cea04087.md>)

[Implementation](<https://github.com/SeungjunNah/DeepDeblur_release>)

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

### Xu et al.

PSNR: 18.93. Result ID: 698d43f08b517eb433203853.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

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

### Pan et al.

PSNR: 18.59. Result ID: 698d43f08b517eb433203851.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

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

### Shan et al.

PSNR: 18.43. Result ID: 698d43f08b517eb433203852.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

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

### Krishnan et al.

PSNR: 18.38. Result ID: 698d43f08b517eb433203850.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

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

### Zhong et al.

PSNR: 17.26. Result ID: 698d43f08b517eb433203855.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

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

### Cho et al.

PSNR: 13.03. Result ID: 698d43f08b517eb433203854.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea18433.md>)

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

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