# Text-to-Image Editing on ImageNet-R TI2I (fake)

Source: [Text-to-Image Editing on ImageNet-R TI2I (fake)](<https://www.sota2.com/research/sota/text-to-image-editing-on-imagenet-r-ti2i-fake>)

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

Data updated: 2026-02-26T05:38:49.508Z

Evaluation of Text-to-Image Editing performance on the ImageNet-R TI2I (fake) 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) | ImageNet-R TI2I (fake) |
| Metric | CS Score |
| Unit | SCALAR |
| Direction | Higher 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

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

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

## Recorded results

| Method | CS Score | Result date | Report paper |
| --- | --- | --- | --- |
| Free-Prompt-Editing | 29.79 | Not recorded | 68fa72621e209131cea561c6 |
| MasaCtrl | 29.66 | Not recorded | 68fa72621e209131cea561c6 |
| P2P | 28.88 | Not recorded | 68fa72621e209131cea561c6 |
| PnP | 28.83 | Not recorded | 68fa72621e209131cea561c6 |
| Pix2pixzero | 27.94 | Not recorded | 68fa72621e209131cea561c6 |
| DiffEdit | 26.68 | Not recorded | 68fa72621e209131cea561c6 |

### Free-Prompt-Editing

CS Score: 29.79. Result ID: 69921d9b3a6c3148490cacc1.

[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)":6.3}. This record does not assert independent reproduction.

### MasaCtrl

CS Score: 29.66. Result ID: 69921d9b3a6c3148490cacc0.

[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)":6.18}. This record does not assert independent reproduction.

### P2P

CS Score: 28.88. Result ID: 69921d9b3a6c3148490cacbe.

[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)":6.41}. This record does not assert independent reproduction.

### PnP

CS Score: 28.83. Result ID: 69921d9b3a6c3148490cacbf.

[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)":335.65}. This record does not assert independent reproduction.

### Pix2pixzero

CS Score: 27.94. Result ID: 69921d9b3a6c3148490cacbd.

[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)":24.92}. This record does not assert independent reproduction.

### DiffEdit

CS Score: 26.68. Result ID: 69921d9b3a6c3148490cacbc.

[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)":9.02}. This record does not assert independent reproduction.

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