# Image-to-Image Editing on horse → zebra

Source: [Image-to-Image Editing on horse → zebra](<https://www.sota2.com/research/sota/image-to-image-editing-on-horse-zebra>)

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

Data updated: 2026-02-26T05:38:33.786Z

Evaluation of Image-to-Image Editing performance on the horse → zebra dataset, measured using CLIP-Acc, BG LPIPS, and Structure Distance.

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 | Image-to-Image Editing |
| Dataset (including any stated split) | horse → zebra |
| Metric | CLIP-Acc |
| Unit | PERCENT |
| Direction | Higher 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

- [CLIP-Acc](<https://www.sota2.com/research/sota/image-to-image-editing-on-horse-zebra.md?metric=CLIP-Acc>): Higher is better; unit: PERCENT.

- [BG LPIPS](<https://www.sota2.com/research/sota/image-to-image-editing-on-horse-zebra.md?metric=BG%20LPIPS>): Lower is better; unit: SCALAR.

- [Structure Dist](<https://www.sota2.com/research/sota/image-to-image-editing-on-horse-zebra.md?metric=Structure%20Dist>): Lower is better; unit: SCALAR.

## Recorded results

| Method | CLIP-Acc | Result date | Report paper |
| --- | --- | --- | --- |
| DDIM | 94 | Not recorded | 68fa6e801e209131cea405f6 |
| SDEdit | 92.2 | Not recorded | 68fa6e801e209131cea405f6 |
| pix2pix-zero | 75.2 | Not recorded | 68fa6e801e209131cea405f6 |
| prompt-to-prompt | 18.4 | Not recorded | 68fa6e801e209131cea405f6 |

### DDIM

CLIP-Acc: 94. Result ID: 699026733a6c314849fe7645.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a7fe.md>)

Recorded evaluation configuration: {"Strategy":"word swap"}. This record does not assert independent reproduction.

### SDEdit

CLIP-Acc: 92.2. Result ID: 699026733a6c314849fe7644.

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

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

Recorded evaluation configuration: {"Strategy":"word swap"}. This record does not assert independent reproduction.

### pix2pix-zero

CLIP-Acc: 75.2. Result ID: 699026733a6c314849fe7647.

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

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

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

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

### prompt-to-prompt

CLIP-Acc: 18.4. Result ID: 699026733a6c314849fe7646.

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

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

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

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