# Image-to-Image Translation on AFHQ

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

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

Data updated: 2026-02-26T05:59:09.336Z

Evaluation of Image-to-Image Translation models on the AFHQ dataset, assessed using human preference metrics like Quality and Style votes.

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 |
| Metric | Quality Score |
| 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

- [Quality Score](<https://www.sota2.com/research/sota/image-to-image-translation-on-afhq.md?metric=Quality%20Score>): Higher is better; unit: PERCENT.

- [Style Score](<https://www.sota2.com/research/sota/image-to-image-translation-on-afhq.md?metric=Style%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Quality Score | Result date | Report paper |
| --- | --- | --- | --- |
| StarGAN v2 | 88.1 | Not recorded | 68fa676c1e209131cea1603b |
| MSGAN | 6.2 | Not recorded | 68fa676c1e209131cea1603b |
| DRIT | 4.1 | Not recorded | 68fa676c1e209131cea1603b |
| MUNIT | 1.6 | Not recorded | 68fa676c1e209131cea1603b |

### StarGAN v2

Quality Score: 88.1. Result ID: 698d32d08b517eb4331fbb5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea1603b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea1603b.md>)

[Implementation](<https://github.com/clovaai/stargan-v2>)

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

### MSGAN

Quality Score: 6.2. Result ID: 698d32d08b517eb4331fbb5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea1603b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65bf1e209131cea0c1ec.md>)

[Implementation](<https://github.com/HelenMao/MSGAN/>)

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

### DRIT

Quality Score: 4.1. Result ID: 698d32d08b517eb4331fbb5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea1603b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64aa1e209131cea05f9e.md>)

[Implementation](<https://github.com/HsinYingLee/DRIT/>)

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

### MUNIT

Quality Score: 1.6. Result ID: 698d32d08b517eb4331fbb5c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa676c1e209131cea1603b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c01e209131cea06469.md>)

[Implementation](<https://github.com/nvlabs/MUNIT>)

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

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