# Layout-to-image synthesis on ADE20K

Source: [Layout-to-image synthesis on ADE20K](<https://www.sota2.com/research/sota/layout-to-image-synthesis-on-ade20k>)

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

Data updated: 2026-02-26T05:44:22.164Z

Evaluation of models performing Layout-to-image synthesis on the ADE20K dataset, typically measured using metrics like FID and mIoU.

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 | Layout-to-image synthesis |
| Dataset (including any stated split) | ADE20K |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 7 of 7 |
| 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/layout-to-image-synthesis-on-ade20k.md?metric=FID>): Lower is better; unit: SCALAR.

- [mIoU](<https://www.sota2.com/research/sota/layout-to-image-synthesis-on-ade20k.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| FreestyleNet | 25 | Not recorded | 68fa6ee91e209131cea42db4 |
| PITI | 27.9 | Not recorded | 68fa6ee91e209131cea42db4 |
| OASIS | 28.3 | Not recorded | 68fa6ee91e209131cea42db4 |
| SC-GAN | 29.3 | Not recorded | 68fa6ee91e209131cea42db4 |
| CC-FPSE | 31.7 | Not recorded | 68fa6ee91e209131cea42db4 |
| SPADE | 33.9 | Not recorded | 68fa6ee91e209131cea42db4 |
| Pix2PixHD | 81.8 | Not recorded | 68fa6ee91e209131cea42db4 |

### FreestyleNet

FID: 25. Result ID: 699086a93a6c3148490130b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42db4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42db4.md>)

[Implementation](<https://github.com/essunny310/FreestyleNet>)

Recorded evaluation configuration: {"input modality":"text and layout"}. This record does not assert independent reproduction.

### PITI

FID: 27.9. Result ID: 699086a93a6c3148490130b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42db4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ca31e209131cea351ca.md>)

Recorded evaluation configuration: {"input modality":"layout"}. This record does not assert independent reproduction.

### OASIS

FID: 28.3. Result ID: 699086a93a6c3148490130b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42db4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa698d1e209131cea228f6.md>)

[Implementation](<https://github.com/boschresearch/OASIS>)

Recorded evaluation configuration: {"input modality":"layout"}. This record does not assert independent reproduction.

### SC-GAN

FID: 29.3. Result ID: 699086a93a6c3148490130b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42db4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad21e209131cea2a896.md>)

Recorded evaluation configuration: {"input modality":"layout"}. This record does not assert independent reproduction.

### CC-FPSE

FID: 31.7. Result ID: 699086a93a6c3148490130b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42db4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66e41e209131cea12e06.md>)

[Implementation](<https://github.com/xh-liu/CC-FPSE>)

Recorded evaluation configuration: {"input modality":"layout"}. This record does not assert independent reproduction.

### SPADE

FID: 33.9. Result ID: 699086a93a6c3148490130b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42db4.md>)

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

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

Recorded evaluation configuration: {"input modality":"layout"}. This record does not assert independent reproduction.

### Pix2PixHD

FID: 81.8. Result ID: 699086a93a6c3148490130b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42db4.md>)

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

Recorded evaluation configuration: {"input modality":"layout"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.