# Image-to-Image Editing on cat → dog editing

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

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

Data updated: 2026-02-26T05:38:27.749Z

Evaluation of Image-to-Image Editing performance on the cat → dog editing dataset, measured using CLIP Accuracy, Background 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) | cat → dog editing |
| Metric | CLIP Accuracy |
| 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 Accuracy](<https://www.sota2.com/research/sota/image-to-image-editing-on-cat-dog-editing.md?metric=CLIP%20Accuracy>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | CLIP Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| pix2pix-zero | 92.4 | Not recorded | 68fa6e801e209131cea405f6 |
| DDIM | 72 | Not recorded | 68fa6e801e209131cea405f6 |
| SDEdit | 71.2 | Not recorded | 68fa6e801e209131cea405f6 |
| prompt-to-prompt | 66 | Not recorded | 68fa6e801e209131cea405f6 |

### pix2pix-zero

CLIP Accuracy: 92.4. Result ID: 699026733a6c314849fe7643.

[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.

### DDIM

CLIP Accuracy: 72. Result ID: 699026733a6c314849fe7641.

[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 Accuracy: 71.2. Result ID: 699026733a6c314849fe7640.

[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.

### prompt-to-prompt

CLIP Accuracy: 66. Result ID: 699026733a6c314849fe7642.

[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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