# Text-guided image editing on CelebA-HQ

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

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

Data updated: 2026-04-28T08:26:02.833Z

Evaluation of text-guided image editing models on the CelebA-HQ dataset, typically measured using perceptual alignment metrics like CLIP, ImageReward, and HPSv2.

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 | Text-guided image editing |
| Dataset (including any stated split) | CelebA-HQ |
| Metric | CLIP |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

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

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

- [HPSv2](<https://www.sota2.com/research/sota/text-guided-image-editing-on-celeba-hq.md?metric=HPSv2>): Higher is better; unit: SCALAR.

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

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

- [Safety Rate](<https://www.sota2.com/research/sota/text-guided-image-editing-on-celeba-hq.md?metric=Safety%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CLIP | Result date | Report paper |
| --- | --- | --- | --- |
| Gradient Ascent | 0.3567 | Not recorded | 68fa7bc81e209131cea8a752 |
| Trajectory Optimization Control | 0.3441 | Not recorded | 68fa7bc81e209131cea8a752 |
| Inversion+TFG | 0.326 | Not recorded | 68fa7bc81e209131cea8a752 |
| OC-Flow | 0.322 | Not recorded | 6914148d2828b7cc6937ebb1 |
| Inversion+DPS | 0.3173 | Not recorded | 68fa7bc81e209131cea8a752 |
| HardFlow | 0.317 | Not recorded | 6914148d2828b7cc6937ebb1 |
| Inversion+FreeDoM | 0.3158 | Not recorded | 68fa7bc81e209131cea8a752 |
| Gradient Guidance | 0.304 | Not recorded | 6914148d2828b7cc6937ebb1 |
| Projection-Relaxed + Gradient Guidance | 0.296 | Not recorded | 6914148d2828b7cc6937ebb1 |
| None | 0.176 | Not recorded | 68fa7bc81e209131cea8a752 |

### Gradient Ascent

CLIP: 0.3567. Result ID: 69a93ee76dbb7075b952a834.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61c91e209131ce9f5e06.md>)

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

### Trajectory Optimization Control

CLIP: 0.3441. Result ID: 69a93ee76dbb7075b952a838.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

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

### Inversion+TFG

CLIP: 0.326. Result ID: 69a93ee76dbb7075b952a837.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75bc1e209131cea699d8.md>)

[Implementation](<https://www.sota2.com/Code%20will%20be%20available%20soon.>)

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

### OC-Flow

CLIP: 0.322. Result ID: 69f06f1047f34ce924d64fa9.

[Reporting paper](<https://www.sota2.com/research/paper/6914148d2828b7cc6937ebb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa775c1e209131cea72b61.md>)

Recorded evaluation configuration: {"Computation Time (s)":"158.302 ± 0.016"}. This record does not assert independent reproduction.

### Inversion+DPS

CLIP: 0.3173. Result ID: 69a93ee76dbb7075b952a835.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bdd1e209131cea8adbc.md>)

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

### HardFlow

CLIP: 0.317. Result ID: 69f06f1047f34ce924d64fac.

[Reporting paper](<https://www.sota2.com/research/paper/6914148d2828b7cc6937ebb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6914148d2828b7cc6937ebb1.md>)

Recorded evaluation configuration: {"Computation Time (s)":"51.294 ± 0.004"}. This record does not assert independent reproduction.

### Inversion+FreeDoM

CLIP: 0.3158. Result ID: 69a93ee76dbb7075b952a836.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ec71e209131cea42035.md>)

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

### Gradient Guidance

CLIP: 0.304. Result ID: 69f06f1047f34ce924d64faa.

[Reporting paper](<https://www.sota2.com/research/paper/6914148d2828b7cc6937ebb1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753e1e209131cea66b5b.md>)

Recorded evaluation configuration: {"Computation Time (s)":"131.819 ± 0.076"}. This record does not assert independent reproduction.

### Projection-Relaxed + Gradient Guidance

CLIP: 0.296. Result ID: 69f06f1047f34ce924d64fab.

[Reporting paper](<https://www.sota2.com/research/paper/6914148d2828b7cc6937ebb1.md>)

Recorded evaluation configuration: {"Computation Time (s)":"129.336 ± 0.047"}. This record does not assert independent reproduction.

### None

CLIP: 0.176. Result ID: 69a93ee76dbb7075b952a833.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bc81e209131cea8a752.md>)

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

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