# Image-to-Image Translation on AFHQ cat→wild (test)

Source: [Image-to-Image Translation on AFHQ cat→wild (test)](<https://www.sota2.com/research/sota/image-to-image-translation-on-afhq-cat-wild-test>)

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

Data updated: 2026-03-05T07:17:25.371Z

Evaluation of Image-to-Image Translation performance on the AFHQ dataset, specifically focusing on the 'cat to wild' translation direction using the test split, measured using FID, MSE, and CMMD.

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 Translation |
| Dataset (including any stated split) | AFHQ cat→wild (test) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [FID](<https://www.sota2.com/research/sota/image-to-image-translation-on-afhq-cat-wild-test.md?metric=FID>): Lower is better; unit: SCALAR.

- [MSE](<https://www.sota2.com/research/sota/image-to-image-translation-on-afhq-cat-wild-test.md?metric=MSE>): Lower is better; unit: SCALAR.

- [CMMD](<https://www.sota2.com/research/sota/image-to-image-translation-on-afhq-cat-wild-test.md?metric=CMMD>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| DSBM-IMF-OT | 53.42 | Not recorded | 68fa79821e209131cea7de26 |
| DSBM-Identity | 65.19 | Not recorded | 68fa79821e209131cea7de26 |

### DSBM-IMF-OT

FID: 53.42. Result ID: 69a92d136dbb7075b9521c51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"IMF-OT","epsilon":"1","Resolution":"512x512"}. This record does not assert independent reproduction.

### DSBM-Identity

FID: 65.19. Result ID: 69a92d136dbb7075b9521c52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de26.md>)

Recorded evaluation configuration: {"Coupling":"Identity","epsilon":"1","Resolution":"512x512"}. This record does not assert independent reproduction.

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