# Layout-to-Image Synthesis on ADE20K (test)

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

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

Data updated: 2026-02-26T05:48:12.985Z

Evaluation of models performing Layout-to-Image Synthesis on the test split of the ADE20K dataset, typically measured using 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 (test) |
| Metric | LPIPS |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

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

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

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

## Recorded results

| Method | LPIPS | Result date | Report paper |
| --- | --- | --- | --- |
| Pix2PixHD | 0 | Not recorded | 68fa6ee91e209131cea42db4 |
| SPADE | 0 | Not recorded | 68fa6ee91e209131cea42db4 |
| SC-GAN | 0 | Not recorded | 68fa6ee91e209131cea42db4 |
| CC-FPSE | 0.129 | Not recorded | 68fa6ee91e209131cea42db4 |
| OASIS | 0.285 | Not recorded | 68fa6ee91e209131cea42db4 |
| PITI | 0.48 | Not recorded | 68fa6ee91e209131cea42db4 |
| FreestyleNet | 0.591 | Not recorded | 68fa6ee91e209131cea42db4 |

### Pix2PixHD

LPIPS: 0. Result ID: 699086a93a6c3148490130cb.

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

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

Recorded evaluation configuration: {"Note":"Does not support diverse generation"}. This record does not assert independent reproduction.

### SPADE

LPIPS: 0. Result ID: 699086a93a6c3148490130cc.

[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: {"Note":"Does not support diverse generation"}. This record does not assert independent reproduction.

### SC-GAN

LPIPS: 0. Result ID: 699086a93a6c3148490130cd.

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

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

Recorded evaluation configuration: {"Note":"Does not support diverse generation"}. This record does not assert independent reproduction.

### CC-FPSE

LPIPS: 0.129. Result ID: 699086a93a6c3148490130c7.

[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: Not recorded. This record does not assert independent reproduction.

### OASIS

LPIPS: 0.285. Result ID: 699086a93a6c3148490130c8.

[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: Not recorded. This record does not assert independent reproduction.

### PITI

LPIPS: 0.48. Result ID: 699086a93a6c3148490130c9.

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

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

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

### FreestyleNet

LPIPS: 0.591. Result ID: 699086a93a6c3148490130ca.

[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: Not recorded. This record does not assert independent reproduction.

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