# Layout-guided Image Generation on Layout-guided Image Generation Evaluation Set

Source: [Layout-guided Image Generation on Layout-guided Image Generation Evaluation Set](<https://www.sota2.com/research/sota/layout-guided-image-generation-on-layout-guided-image-generation-evaluation-set>)

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

Data updated: 2026-04-13T07:09:31.394Z

Evaluation of models performing Layout-guided Image Generation using the Layout-guided Image Generation Evaluation Set, assessed using SSD and CLIP-T metrics.

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-guided Image Generation |
| Dataset (including any stated split) | Layout-guided Image Generation Evaluation Set |
| Metric | SSD |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [SSD](<https://www.sota2.com/research/sota/layout-guided-image-generation-on-layout-guided-image-generation-evaluation-set.md?metric=SSD>): Higher is better; unit: SCALAR.

- [CLIP-T](<https://www.sota2.com/research/sota/layout-guided-image-generation-on-layout-guided-image-generation-evaluation-set.md?metric=CLIP-T>): Higher is better; unit: SCALAR.

## Recorded results

| Method | SSD | Result date | Report paper |
| --- | --- | --- | --- |
| ControlNet | 0.29 | Not recorded | 68fa76341e209131cea6bd32 |
| OmniPrism | 0.267 | Not recorded | 68fa76341e209131cea6bd32 |
| ControlNet | 0.175 | Not recorded | 68fa76341e209131cea6bd32 |
| ControlNet | 0.169 | Not recorded | 68fa76341e209131cea6bd32 |

### ControlNet

SSD: 0.29. Result ID: 69dc95f247f34ce924c31804.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

Recorded evaluation configuration: {"Condition":"OpenPose"}. This record does not assert independent reproduction.

### OmniPrism

SSD: 0.267. Result ID: 69dc95f247f34ce924c31806.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

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

### ControlNet

SSD: 0.175. Result ID: 69dc95f247f34ce924c31805.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

Recorded evaluation configuration: {"Condition":"Depth"}. This record does not assert independent reproduction.

### ControlNet

SSD: 0.169. Result ID: 69dc95f247f34ce924c31803.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76341e209131cea6bd32.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea50695.md>)

Recorded evaluation configuration: {"Condition":"Canny"}. This record does not assert independent reproduction.

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