# Text-to-Image Editing on Wild-TI2I

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

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

Data updated: 2026-06-26T07:49:43.645Z

Evaluation of Text-to-Image Editing performance on the Wild-TI2I dataset, measured using CP 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 |
| Metric | CP Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [CP Score](<https://www.sota2.com/research/sota/text-to-image-editing-on-wild-ti2i.md?metric=CP%20Score>): Higher is better; unit: SCALAR.

- [CDS Score](<https://www.sota2.com/research/sota/text-to-image-editing-on-wild-ti2i.md?metric=CDS%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CP Score | Result date | Report paper |
| --- | --- | --- | --- |
| TF-TI2I | 30.4 | Not recorded | 68fa77851e209131cea73cff |
| MasaCtrl | 29.3 | Not recorded | 68fa77851e209131cea73cff |
| TIS | 29 | Not recorded | 68fa77851e209131cea73cff |
| PnP | 28.5 | Not recorded | 68fa77851e209131cea73cff |
| P2P | 28.4 | Not recorded | 68fa77851e209131cea73cff |
| SDEdit | 27.5 | Not recorded | 68fa77851e209131cea73cff |
| DiffEdit | 26.3 | Not recorded | 68fa77851e209131cea73cff |

### TF-TI2I

CP Score: 30.4. Result ID: 6a3e2efefbc373592c5f8d41.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

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

### MasaCtrl

CP Score: 29.3. Result ID: 6a3e2efefbc373592c5f8d3f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

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

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

### TIS

CP Score: 29. Result ID: 6a3e2efefbc373592c5f8d40.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.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: Not recorded. This record does not assert independent reproduction.

### PnP

CP Score: 28.5. Result ID: 6a3e2efefbc373592c5f8d3e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

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

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

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

### P2P

CP Score: 28.4. Result ID: 6a3e2efefbc373592c5f8d3d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

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

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

### SDEdit

CP Score: 27.5. Result ID: 6a3e2efefbc373592c5f8d3b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

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

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

### DiffEdit

CP Score: 26.3. Result ID: 6a3e2efefbc373592c5f8d3c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77851e209131cea73cff.md>)

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

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

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