# Face Restoration and Age Editing on Cross-age dataset

Source: [Face Restoration and Age Editing on Cross-age dataset](<https://www.sota2.com/research/sota/face-restoration-and-age-editing-on-cross-age-dataset>)

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

Data updated: 2026-03-25T13:06:38.521Z

Evaluation of face restoration and age editing capabilities using the Cross-age dataset, assessed via image quality (PSNR, LPIPS, NIQE) and identity/age metrics (IDS, AGE).

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 Restoration and Age Editing |
| Dataset (including any stated split) | Cross-age dataset |
| 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/face-restoration-and-age-editing-on-cross-age-dataset.md?metric=PSNR>): Higher is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/face-restoration-and-age-editing-on-cross-age-dataset.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [NIQE](<https://www.sota2.com/research/sota/face-restoration-and-age-editing-on-cross-age-dataset.md?metric=NIQE>): Lower is better; unit: SCALAR.

- [IDS](<https://www.sota2.com/research/sota/face-restoration-and-age-editing-on-cross-age-dataset.md?metric=IDS>): Higher is better; unit: PERCENT.

- [Age Error](<https://www.sota2.com/research/sota/face-restoration-and-age-editing-on-cross-age-dataset.md?metric=Age%20Error>): Lower is better; unit: SCALAR.

## Recorded results

| Method | PSNR | Result date | Report paper |
| --- | --- | --- | --- |
| TimeWeaver | 25.11 | Not recorded | 69c36c010636e5bf4afc6472 |
| FLUX.1 Kontext | 24.37 | Not recorded | 69c36c010636e5bf4afc6472 |
| DDS | 23.6 | Not recorded | 69c36c010636e5bf4afc6472 |
| FADING | 22.28 | Not recorded | 69c36c010636e5bf4afc6472 |
| HRFAE | 21.57 | Not recorded | 69c36c010636e5bf4afc6472 |
| Null Inv. + P2P | 20.91 | Not recorded | 69c36c010636e5bf4afc6472 |
| SAM | 18.09 | Not recorded | 69c36c010636e5bf4afc6472 |

### TimeWeaver

PSNR: 25.11. Result ID: 69c3dddc47f34ce924ad45b6.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c010636e5bf4afc6472.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c36c010636e5bf4afc6472.md>)

Recorded evaluation configuration: {"Type":"Diffusion","Time(s)":"22.68"}. This record does not assert independent reproduction.

### FLUX.1 Kontext

PSNR: 24.37. Result ID: 69c3dddc47f34ce924ad45b5.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c010636e5bf4afc6472.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79a81e209131cea7eb79.md>)

Recorded evaluation configuration: {"Type":"Diffusion","Time(s)":"40.12"}. This record does not assert independent reproduction.

### DDS

PSNR: 23.6. Result ID: 69c3dddc47f34ce924ad45b4.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c010636e5bf4afc6472.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f121e209131cea43b23.md>)

Recorded evaluation configuration: {"Type":"Diffusion","Time(s)":"12.70"}. This record does not assert independent reproduction.

### FADING

PSNR: 22.28. Result ID: 69c3dddc47f34ce924ad45b2.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c010636e5bf4afc6472.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70991e209131cea4c1e5.md>)

Recorded evaluation configuration: {"Type":"Diffusion","Time(s)":"133.41"}. This record does not assert independent reproduction.

### HRFAE

PSNR: 21.57. Result ID: 69c3dddc47f34ce924ad45b0.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c010636e5bf4afc6472.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa678d1e209131cea16ecd.md>)

Recorded evaluation configuration: {"Type":"GAN","Time(s)":"0.18"}. This record does not assert independent reproduction.

### Null Inv. + P2P

PSNR: 20.91. Result ID: 69c3dddc47f34ce924ad45b3.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c010636e5bf4afc6472.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e011e209131cea3d583.md>)

[Implementation](<https://null-text-inversion.github.io/>)

Recorded evaluation configuration: {"Type":"Diffusion","Time(s)":"57.26"}. This record does not assert independent reproduction.

### SAM

PSNR: 18.09. Result ID: 69c3dddc47f34ce924ad45b1.

[Reporting paper](<https://www.sota2.com/research/paper/69c36c010636e5bf4afc6472.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ee1e209131cea25031.md>)

Recorded evaluation configuration: {"Type":"GAN","Time(s)":"0.45"}. This record does not assert independent reproduction.

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