# Image Editing on CelebA-HQ

Source: [Image Editing on CelebA-HQ](<https://www.sota2.com/research/sota/image-editing-on-celeba-hq>)

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

Data updated: 2026-04-28T10:08:41.508Z

Evaluation of general image editing performance on the CelebA-HQ dataset, typically measured using perceptual similarity (LPIPS) and structural similarity (SSIM) metrics.

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 | Image Editing |
| Dataset (including any stated split) | CelebA-HQ |
| Metric | LPIPS |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [LPIPS](<https://www.sota2.com/research/sota/image-editing-on-celeba-hq.md?metric=LPIPS>): Lower is better; unit: SCALAR.

- [SSIM](<https://www.sota2.com/research/sota/image-editing-on-celeba-hq.md?metric=SSIM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| LOCO | 0.08 | Not recorded | 69f03f7255a3c32af89fa49f |
| GeoEdit | 0.08 | Not recorded | 69f03f7255a3c32af89fa49f |
| ∂ϵ/∂x | 0.13 | Not recorded | 69f03f7255a3c32af89fa49f |
| NoiseCLR | 0.14 | Not recorded | 69f03f7255a3c32af89fa49f |
| Pullback | 0.16 | Not recorded | 69f03f7255a3c32af89fa49f |
| Asyrp | 0.22 | Not recorded | 69f03f7255a3c32af89fa49f |

### LOCO

LPIPS: 0.08. Result ID: 69f0871747f34ce924d70a52.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7255a3c32af89fa49f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74cf1e209131cea64030.md>)

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

### GeoEdit

LPIPS: 0.08. Result ID: 69f0871747f34ce924d70a53.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7255a3c32af89fa49f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f7255a3c32af89fa49f.md>)

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

### ∂ϵ/∂x

LPIPS: 0.13. Result ID: 69f0871747f34ce924d70a4f.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7255a3c32af89fa49f.md>)

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

### NoiseCLR

LPIPS: 0.14. Result ID: 69f0871747f34ce924d70a50.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7255a3c32af89fa49f.md>)

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

### Pullback

LPIPS: 0.16. Result ID: 69f0871747f34ce924d70a4e.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7255a3c32af89fa49f.md>)

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

### Asyrp

LPIPS: 0.22. Result ID: 69f0871747f34ce924d70a51.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f7255a3c32af89fa49f.md>)

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

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