# Face Restoration on CelebChild (test)

Source: [Face Restoration on CelebChild (test)](<https://www.sota2.com/research/sota/face-restoration-on-celebchild-test>)

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

Data updated: 2026-02-26T05:44:36.706Z

Evaluation of Face Restoration models on the test split of the CelebChild dataset, reporting metrics including FID, MUSIQ, and CLIPIQA+.

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 |
| Dataset (including any stated split) | CelebChild (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower 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

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

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

- [CLIPIQA+](<https://www.sota2.com/research/sota/face-restoration-on-celebchild-test.md?metric=CLIPIQA%2B>): Higher is better; unit: SCALAR.

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

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

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

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| RestoreFormer | 102.8651 | Not recorded | 6979984ca2b28e761d87cd10 |
| Pref-Restore | 105.9776 | Not recorded | 6979984ca2b28e761d87cd10 |
| DifFace | 106.2445 | Not recorded | 6979984ca2b28e761d87cd10 |
| DAEFR | 108.2202 | Not recorded | 6979984ca2b28e761d87cd10 |
| GPEN | 109.1407 | Not recorded | 6979984ca2b28e761d87cd10 |
| VQFR | 117.92 | Not recorded | 6979984ca2b28e761d87cd10 |
| GFPGAN | 120.9049 | Not recorded | 6979984ca2b28e761d87cd10 |
| Codeformer | 124.3481 | Not recorded | 6979984ca2b28e761d87cd10 |
| DR2 | 137.0317 | Not recorded | 6979984ca2b28e761d87cd10 |

### RestoreFormer

FID: 102.8651. Result ID: 699786a85698665ec4dba402.

[Reporting paper](<https://www.sota2.com/research/paper/6979984ca2b28e761d87cd10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa705a1e209131cea4a820.md>)

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

### Pref-Restore

FID: 105.9776. Result ID: 699786a85698665ec4dba406.

[Reporting paper](<https://www.sota2.com/research/paper/6979984ca2b28e761d87cd10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6979984ca2b28e761d87cd10.md>)

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

### DifFace

FID: 106.2445. Result ID: 699786a85698665ec4dba401.

[Reporting paper](<https://www.sota2.com/research/paper/6979984ca2b28e761d87cd10.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.

### DAEFR

FID: 108.2202. Result ID: 699786a85698665ec4dba403.

[Reporting paper](<https://www.sota2.com/research/paper/6979984ca2b28e761d87cd10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f01e209131cea53a92.md>)

[Implementation](<https://liagm.github.io/DAEFR/>)

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

### GPEN

FID: 109.1407. Result ID: 699786a85698665ec4dba3ff.

[Reporting paper](<https://www.sota2.com/research/paper/6979984ca2b28e761d87cd10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69f11e209131cea25227.md>)

[Implementation](<https://github.com/yangxy/GPEN>)

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

### VQFR

FID: 117.92. Result ID: 699786a85698665ec4dba405.

[Reporting paper](<https://www.sota2.com/research/paper/6979984ca2b28e761d87cd10.md>)

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

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

### GFPGAN

FID: 120.9049. Result ID: 699786a85698665ec4dba3fe.

[Reporting paper](<https://www.sota2.com/research/paper/6979984ca2b28e761d87cd10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a201e209131cea261de.md>)

[Implementation](<https://github.com/TencentARC/GFPGAN>)

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

### Codeformer

FID: 124.3481. Result ID: 699786a85698665ec4dba404.

[Reporting paper](<https://www.sota2.com/research/paper/6979984ca2b28e761d87cd10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bf99.md>)

[Implementation](<https://shangchenzhou.com/projects/CodeFormer>)

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

### DR2

FID: 137.0317. Result ID: 699786a85698665ec4dba400.

[Reporting paper](<https://www.sota2.com/research/paper/6979984ca2b28e761d87cd10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ecf1e209131cea4254a.md>)

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

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