# Image-to-Image Translation on ADE20K (train val)

Source: [Image-to-Image Translation on ADE20K (train val)](<https://www.sota2.com/research/sota/image-to-image-translation-on-ade20k-train-val>)

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

Data updated: 2026-02-26T05:44:13.407Z

Evaluation of Image-to-Image Translation performance on the train and validation splits of the ADE20K dataset, measured 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) | ADE20K (train 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-ade20k-train-val.md?metric=FID>): Lower is better; unit: SCALAR.

- [SWD](<https://www.sota2.com/research/sota/image-to-image-translation-on-ade20k-train-val.md?metric=SWD>): Lower is better; unit: SCALAR.

- [LPIPS](<https://www.sota2.com/research/sota/image-to-image-translation-on-ade20k-train-val.md?metric=LPIPS>): Lower is better; unit: SCALAR.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| SEAN | 24.84 | Not recorded | 68fa6a3d1e209131cea26e85 |
| UNITE | 25.15 | Not recorded | 68fa6a3d1e209131cea26e85 |
| CoCosNet | 26.4 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SPADE | 33.9 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SelectionGAN | 35.1 | Not recorded | 68fa6a3d1e209131cea26e85 |
| SMIS | 42.17 | Not recorded | 68fa6a3d1e209131cea26e85 |
| Pix2pixSC | 56.23 | Not recorded | 68fa6a3d1e209131cea26e85 |
| Pix2pixHD | 81.8 | Not recorded | 68fa6a3d1e209131cea26e85 |
| StarGAN v2 | 98.72 | Not recorded | 68fa6a3d1e209131cea26e85 |

### SEAN

FID: 24.84. Result ID: 698e21dfffc3901de09b0e1c.

[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.

### UNITE

FID: 25.15. Result ID: 698e21dfffc3901de09b0e1e.

[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: 26.4. Result ID: 698e21dfffc3901de09b0e1d.

[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.

### SPADE

FID: 33.9. Result ID: 698e21dfffc3901de09b0e19.

[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: 35.1. Result ID: 698e21dfffc3901de09b0e1a.

[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.

### SMIS

FID: 42.17. Result ID: 698e21dfffc3901de09b0e1b.

[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.

### Pix2pixSC

FID: 56.23. Result ID: 698e21dfffc3901de09b0e17.

[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.

### Pix2pixHD

FID: 81.8. Result ID: 698e21dfffc3901de09b0e16.

[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.

### StarGAN v2

FID: 98.72. Result ID: 698e21dfffc3901de09b0e18.

[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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