# Image-to-image translation on COCO-Stuff (val)

Source: [Image-to-image translation on COCO-Stuff (val)](<https://www.sota2.com/research/sota/image-to-image-translation-on-coco-stuff-val>)

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

Data updated: 2026-02-26T06:07:57.575Z

Evaluation of general Image-to-image translation models on the validation split of the COCO-Stuff dataset, assessed using FID and identity preservation metrics (P-IDS, U-IDS), alongside a specific user study comparing against the SPADE baseline.

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) | COCO-Stuff (val) |
| Metric | User Study Preference Score |
| Unit | SCALAR |
| Direction | Higher 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

- [User Study Preference Score](<https://www.sota2.com/research/sota/image-to-image-translation-on-coco-stuff-val.md?metric=User%20Study%20Preference%20Score>): Higher is better; unit: SCALAR.

- [P-IDS](<https://www.sota2.com/research/sota/image-to-image-translation-on-coco-stuff-val.md?metric=P-IDS>): Higher is better; unit: PERCENT.

- [U-IDS](<https://www.sota2.com/research/sota/image-to-image-translation-on-coco-stuff-val.md?metric=U-IDS>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | User Study Preference Score | Result date | Report paper |
| --- | --- | --- | --- |
| co-mod-gan | 59 | Not recorded | 68fa69961e209131cea22ddd |
| SPADE | 41 | Not recorded | 68fa69961e209131cea22ddd |

### co-mod-gan

User Study Preference Score: 59. Result ID: 698dbc608b517eb433236724.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22ddd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22ddd.md>)

[Implementation](<https://github.com/zsyzzsoft/co-mod-gan>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

### SPADE

User Study Preference Score: 41. Result ID: 698dbc608b517eb433236723.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22ddd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa669c1e209131cea11672.md>)

[Implementation](<https://github.com/NVlabs/SPADE>)

Recorded evaluation configuration: {"Resolution":"256x256"}. This record does not assert independent reproduction.

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