# Single Image Super-Resolution on Celeb-HQ

Source: [Single Image Super-Resolution on Celeb-HQ](<https://www.sota2.com/research/sota/single-image-super-resolution-on-celeb-hq>)

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

Data updated: 2026-02-26T05:55:23.737Z

Evaluation of Single Image Super-Resolution performance on the Celeb-HQ dataset, typically measured by PSNR and SSIM.

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 | Single Image Super-Resolution |
| Dataset (including any stated split) | Celeb-HQ |
| Metric | PSNR |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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/single-image-super-resolution-on-celeb-hq.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/single-image-super-resolution-on-celeb-hq.md?metric=SSIM>): Higher is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| Bicubic | 33.25 | Not recorded | 68fa66561e209131cea0f9a2 |
| Edge-Informed Single Image Super-Resolution | 32.12 | Not recorded | 68fa66561e209131cea0f9a2 |
| Baseline | 31.33 | Not recorded | 68fa66561e209131cea0f9a2 |
| Bicubic | 29.59 | Not recorded | 68fa66561e209131cea0f9a2 |
| Edge-Informed Single Image Super-Resolution | 28.23 | Not recorded | 68fa66561e209131cea0f9a2 |
| Baseline | 27.94 | Not recorded | 68fa66561e209131cea0f9a2 |
| Bicubic | 26.66 | Not recorded | 68fa66561e209131cea0f9a2 |
| Edge-Informed Single Image Super-Resolution | 25.56 | Not recorded | 68fa66561e209131cea0f9a2 |
| Baseline | 25.46 | Not recorded | 68fa66561e209131cea0f9a2 |

### Bicubic

PSNR: 33.25. Result ID: 698cea588b517eb4331da865.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

Recorded evaluation configuration: {"Scale Factor":"x2"}. This record does not assert independent reproduction.

### Edge-Informed Single Image Super-Resolution

PSNR: 32.12. Result ID: 698cea588b517eb4331da867.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

[Implementation](<https://github.com/knazeri/edge-informed-sisr>)

Recorded evaluation configuration: {"Scale Factor":"x2"}. This record does not assert independent reproduction.

### Baseline

PSNR: 31.33. Result ID: 698cea588b517eb4331da866.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

Recorded evaluation configuration: {"Scale Factor":"x2"}. This record does not assert independent reproduction.

### Bicubic

PSNR: 29.59. Result ID: 698cea588b517eb4331da868.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

Recorded evaluation configuration: {"Scale Factor":"x4"}. This record does not assert independent reproduction.

### Edge-Informed Single Image Super-Resolution

PSNR: 28.23. Result ID: 698cea588b517eb4331da86a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

[Implementation](<https://github.com/knazeri/edge-informed-sisr>)

Recorded evaluation configuration: {"Scale Factor":"x4"}. This record does not assert independent reproduction.

### Baseline

PSNR: 27.94. Result ID: 698cea588b517eb4331da869.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

Recorded evaluation configuration: {"Scale Factor":"x4"}. This record does not assert independent reproduction.

### Bicubic

PSNR: 26.66. Result ID: 698cea588b517eb4331da86b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

Recorded evaluation configuration: {"Scale Factor":"x8"}. This record does not assert independent reproduction.

### Edge-Informed Single Image Super-Resolution

PSNR: 25.56. Result ID: 698cea588b517eb4331da86d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

[Implementation](<https://github.com/knazeri/edge-informed-sisr>)

Recorded evaluation configuration: {"Scale Factor":"x8"}. This record does not assert independent reproduction.

### Baseline

PSNR: 25.46. Result ID: 698cea588b517eb4331da86c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa66561e209131cea0f9a2.md>)

Recorded evaluation configuration: {"Scale Factor":"x8"}. This record does not assert independent reproduction.

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