# Text-to-Image Editing on Wild-TI2I real

Source: [Text-to-Image Editing on Wild-TI2I real](<https://www.sota2.com/research/sota/text-to-image-editing-on-wild-ti2i-real>)

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

Data updated: 2026-02-26T05:38:49.007Z

Evaluation of Text-to-Image Editing performance on the Wild-TI2I real dataset, measured using CS and CDS 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 | Text-to-Image Editing |
| Dataset (including any stated split) | Wild-TI2I real |
| Metric | CS |
| Unit | PERCENT |
| Direction | Higher 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

- [CS](<https://www.sota2.com/research/sota/text-to-image-editing-on-wild-ti2i-real.md?metric=CS>): Higher is better; unit: PERCENT.

- [CDS](<https://www.sota2.com/research/sota/text-to-image-editing-on-wild-ti2i-real.md?metric=CDS>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CS | Result date | Report paper |
| --- | --- | --- | --- |
| SDEdit | 29.79 | Not recorded | 68fa72621e209131cea561c6 |
| Pix2pixzero | 29.55 | Not recorded | 68fa72621e209131cea561c6 |
| MasaCtrl | 29.33 | Not recorded | 68fa72621e209131cea561c6 |
| Free-Prompt-Editing | 29.04 | Not recorded | 68fa72621e209131cea561c6 |
| PnP | 28.46 | Not recorded | 68fa72621e209131cea561c6 |
| P2P | 28.42 | Not recorded | 68fa72621e209131cea561c6 |
| SDEdit | 27.48 | Not recorded | 68fa72621e209131cea561c6 |
| Shape-Guided | 26.53 | Not recorded | 68fa72621e209131cea561c6 |
| DiffEdit | 26.33 | Not recorded | 68fa72621e209131cea561c6 |

### SDEdit

CS: 29.79. Result ID: 69921d9b3a6c3148490cacd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebbb.md>)

Recorded evaluation configuration: {"noising level":0.75,"Editing Times (s)":3.35}. This record does not assert independent reproduction.

### Pix2pixzero

CS: 29.55. Result ID: 69921d9b3a6c3148490cacd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e801e209131cea405f6.md>)

[Implementation](<https://pix2pixzero.github.io/>)

Recorded evaluation configuration: {"Editing Times (s)":36.76}. This record does not assert independent reproduction.

### MasaCtrl

CS: 29.33. Result ID: 69921d9b3a6c3148490cacd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d42.md>)

Recorded evaluation configuration: {"Editing Times (s)":10.9}. This record does not assert independent reproduction.

### Free-Prompt-Editing

CS: 29.04. Result ID: 69921d9b3a6c3148490cacd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Implementation](<https://github.com/alibaba/EasyNLP/tree/master/diffusion/FreePromptEditing>)

Recorded evaluation configuration: {"Editing Times (s)":10.75}. This record does not assert independent reproduction.

### PnP

CS: 28.46. Result ID: 69921d9b3a6c3148490cacd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfe1e209131cea3d3e5.md>)

[Implementation](<https://pnp-diffusion.github.io/>)

Recorded evaluation configuration: {"Editing Times (s)":384.26}. This record does not assert independent reproduction.

### P2P

CS: 28.42. Result ID: 69921d9b3a6c3148490cacd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d2d1e209131cea3819a.md>)

Recorded evaluation configuration: {"Editing Times (s)":55.32}. This record does not assert independent reproduction.

### SDEdit

CS: 27.48. Result ID: 69921d9b3a6c3148490cacd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b831e209131cea2ebbb.md>)

Recorded evaluation configuration: {"noising level":0.5,"Editing Times (s)":2.59}. This record does not assert independent reproduction.

### Shape-Guided

CS: 26.53. Result ID: 69921d9b3a6c3148490cacd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b01e209131cea57ed3.md>)

Recorded evaluation configuration: {"Editing Times (s)":16.02}. This record does not assert independent reproduction.

### DiffEdit

CS: 26.33. Result ID: 69921d9b3a6c3148490cacd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72621e209131cea561c6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbe1e209131cea3bc66.md>)

Recorded evaluation configuration: {"Editing Times (s)":4.85}. This record does not assert independent reproduction.

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