# Image-to-Image Translation on DeepFashion (val)

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

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

Data updated: 2026-02-26T05:44:13.442Z

Evaluation of Image-to-Image Translation models on the validation split of the DeepFashion dataset, assessed using FID, SWD, and LPIPS.

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) | DeepFashion (val) |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 9 of 9 |
| 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-deepfashion-val.md?metric=FID>): Lower is better; unit: SCALAR.

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

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

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| UNITE | 13.08 | Not recorded | 68fa6a3d1e209131cea26e85 |
| CoCosNet | 14.4 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SEAN | 16.28 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SMIS | 22.23 | Not recorded | 68fa6a3d1e209131cea26e85 |
| Pix2pixHD | 25.2 | Not recorded | 68fa6a3d1e209131cea26e85 |
| Pix2pixSC | 28.49 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SPADE | 36.2 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SelectionGAN | 38.31 | Not recorded | 68fa6a3d1e209131cea26e85 |
| StarGAN v2 | 43.29 | Not recorded | 68fa6a3d1e209131cea26e85 |

### UNITE

FID: 13.08. Result ID: 698e21dfffc3901de09b0e30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

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

### CoCosNet

FID: 14.4. Result ID: 698e21dfffc3901de09b0e2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

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

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

### SEAN

FID: 16.28. Result ID: 698e21dfffc3901de09b0e2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682c1e209131cea1a882.md>)

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

### SMIS

FID: 22.23. Result ID: 698e21dfffc3901de09b0e2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159e4.md>)

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

### Pix2pixHD

FID: 25.2. Result ID: 698e21dfffc3901de09b0e28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

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

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

### Pix2pixSC

FID: 28.49. Result ID: 698e21dfffc3901de09b0e29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f31e209131cea0d56c.md>)

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

### SPADE

FID: 36.2. Result ID: 698e21dfffc3901de09b0e2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.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.

### SelectionGAN

FID: 38.31. Result ID: 698e21dfffc3901de09b0e2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659f1e209131cea0b546.md>)

[Implementation](<https://github.com/Ha0Tang/SelectionGAN>)

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

### StarGAN v2

FID: 43.29. Result ID: 698e21dfffc3901de09b0e2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26e85.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.

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