# Image-to-Image Translation on User Study

Source: [Image-to-Image Translation on User Study](<https://www.sota2.com/research/sota/image-to-image-translation-on-user-study>)

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

Data updated: 2026-02-26T05:39:48.369Z

Evaluation of Image-to-Image Translation performance on the User Study dataset, measured using Content Consistency and Overall Preference scores.

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) | User Study |
| Metric | Content Consistency |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Content Consistency](<https://www.sota2.com/research/sota/image-to-image-translation-on-user-study.md?metric=Content%20Consistency>): Higher is better; unit: SCALAR.

- [Overall Preference](<https://www.sota2.com/research/sota/image-to-image-translation-on-user-study.md?metric=Overall%20Preference>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Content Consistency | Result date | Report paper |
| --- | --- | --- | --- |
| GP-UNIT | 0.603 | Not recorded | 68fa6c431e209131cea3315d |
| StarGAN2 | 0.199 | Not recorded | 68fa6c431e209131cea3315d |
| U-GAT-IT | 0.076 | Not recorded | 68fa6c431e209131cea3315d |
| COCO-FUNIT | 0.065 | Not recorded | 68fa6c431e209131cea3315d |
| MUNIT | 0.045 | Not recorded | 68fa6c431e209131cea3315d |
| TraVeLGAN | 0.012 | Not recorded | 68fa6c431e209131cea3315d |

### GP-UNIT

Content Consistency: 0.603. Result ID: 698efcd23a6c314849f44c0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.md>)

[Implementation](<https://github.com/williamyang1991/GP-UNIT>)

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

### StarGAN2

Content Consistency: 0.199. Result ID: 698efcd23a6c314849f44c0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.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.

### U-GAT-IT

Content Consistency: 0.076. Result ID: 698efcd23a6c314849f44c09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67521e209131cea156ff.md>)

[Implementation](<https://github.com/taki0112/UGATIT>)

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

### COCO-FUNIT

Content Consistency: 0.065. Result ID: 698efcd23a6c314849f44c0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68081e209131cea19ab3.md>)

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

### MUNIT

Content Consistency: 0.045. Result ID: 698efcd23a6c314849f44c0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.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.

### TraVeLGAN

Content Consistency: 0.012. Result ID: 698efcd23a6c314849f44c08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c431e209131cea3315d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65671e209131cea0a0bc.md>)

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

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