# Image-to-Image Editing on cat → cat w/ glasses

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

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

Data updated: 2026-02-26T05:38:27.765Z

Evaluation of Image-to-Image Editing performance using the 'cat → cat w/ glasses' dataset, measured by CLIP Accuracy 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 → cat w/ glasses |
| 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-cat-w-glasses.md?metric=CLIP%20Accuracy>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | CLIP Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| pix2pix-zero | 71.2 | Not recorded | 68fa6e801e209131cea405f6 |
| prompt-to-prompt | 69.6 | Not recorded | 68fa6e801e209131cea405f6 |
| DDIM | 37.6 | Not recorded | 68fa6e801e209131cea405f6 |
| SDEdit | 34 | Not recorded | 68fa6e801e209131cea405f6 |

### pix2pix-zero

CLIP Accuracy: 71.2. Result ID: 699026733a6c314849fe764b.

[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 Accuracy: 69.6. Result ID: 699026733a6c314849fe764a.

[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.

### DDIM

CLIP Accuracy: 37.6. Result ID: 699026733a6c314849fe7649.

[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: 34. Result ID: 699026733a6c314849fe7648.

[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.

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