# Pose-to-Human Body Translation on DeepFashion

Source: [Pose-to-Human Body Translation on DeepFashion](<https://www.sota2.com/research/sota/pose-to-human-body-translation-on-deepfashion>)

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

Data updated: 2026-02-26T06:04:13.569Z

Evaluation of models performing Pose-to-Human Body Translation on the DeepFashion dataset, measured using Semantic Consistency.

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 | Pose-to-Human Body Translation |
| Dataset (including any stated split) | DeepFashion |
| Metric | Semantic Consistency |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Semantic Consistency](<https://www.sota2.com/research/sota/pose-to-human-body-translation-on-deepfashion.md?metric=Semantic%20Consistency>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Semantic Consistency | Result date | Report paper |
| --- | --- | --- | --- |
| CoCosNet | 96.8 | Not recorded | 68fa675c1e209131cea15d59 |
| Pix2pixHD | 94.3 | Not recorded | 68fa675c1e209131cea15d59 |
| EGSC-IT | 94.2 | Not recorded | 68fa675c1e209131cea15d59 |
| SPADE | 93.6 | Not recorded | 68fa675c1e209131cea15d59 |
| MUNIT | 91 | Not recorded | 68fa675c1e209131cea15d59 |

### CoCosNet

Semantic Consistency: 96.8. Result ID: 698d30ad8b517eb4331fac4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

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

### Pix2pixHD

Semantic Consistency: 94.3. Result ID: 698d30ad8b517eb4331fac47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c11e209131cea06591.md>)

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

### EGSC-IT

Semantic Consistency: 94.2. Result ID: 698d30ad8b517eb4331fac4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65851e209131cea0ac94.md>)

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

### SPADE

Semantic Consistency: 93.6. Result ID: 698d30ad8b517eb4331fac48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.md>)

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

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

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

### MUNIT

Semantic Consistency: 91. Result ID: 698d30ad8b517eb4331fac49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa675c1e209131cea15d59.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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