# Semantic Image Editing on CelebA-HQ (test)

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

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

Data updated: 2026-02-26T05:41:54.757Z

Evaluation of models performing Semantic Image Editing on the test split of the CelebA-HQ dataset, focusing on computational efficiency metrics like Editing Time.

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 | Semantic Image Editing |
| Dataset (including any stated split) | CelebA-HQ (test) |
| Metric | Editing Time (s) |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 4 of 4 |
| 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

- [Editing Time (s)](<https://www.sota2.com/research/sota/semantic-image-editing-on-celeba-hq-test.md?metric=Editing%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Editing Time (s) | Result date | Report paper |
| --- | --- | --- | --- |
| Self-attention Decomposition | 3 | Not recorded | 69004dec3ef7ccd74e5e29d4 |
| LOCOEdit | 79 | Not recorded | 69004dec3ef7ccd74e5e29d4 |
| Pullback | 80 | Not recorded | 69004dec3ef7ccd74e5e29d4 |
| Asyrp | 475 | Not recorded | 69004dec3ef7ccd74e5e29d4 |

### Self-attention Decomposition

Editing Time (s): 3. Result ID: 699a441b5698665ec4cb33a5.

[Reporting paper](<https://www.sota2.com/research/paper/69004dec3ef7ccd74e5e29d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69004dec3ef7ccd74e5e29d4.md>)

Recorded evaluation configuration: {"Sample Independent Directions":true,"Localized Edit?":true,"Supervision Required?":false,"Images for Learning":"0"}. This record does not assert independent reproduction.

### LOCOEdit

Editing Time (s): 79. Result ID: 699a441b5698665ec4cb33a4.

[Reporting paper](<https://www.sota2.com/research/paper/69004dec3ef7ccd74e5e29d4.md>)

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

Recorded evaluation configuration: {"Sample Independent Directions":false,"Localized Edit?":true,"Supervision Required?":false,"Images for Learning":"1"}. This record does not assert independent reproduction.

### Pullback

Editing Time (s): 80. Result ID: 699a441b5698665ec4cb33a2.

[Reporting paper](<https://www.sota2.com/research/paper/69004dec3ef7ccd74e5e29d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa710a1e209131cea4ecf0.md>)

Recorded evaluation configuration: {"Sample Independent Directions":false,"Localized Edit?":false,"Supervision Required?":true,"Images for Learning":"20"}. This record does not assert independent reproduction.

### Asyrp

Editing Time (s): 475. Result ID: 699a441b5698665ec4cb33a3.

[Reporting paper](<https://www.sota2.com/research/paper/69004dec3ef7ccd74e5e29d4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee11e209131cea429c6.md>)

Recorded evaluation configuration: {"Sample Independent Directions":false,"Localized Edit?":false,"Supervision Required?":true,"Images for Learning":"100"}. This record does not assert independent reproduction.

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