# Controllable Image Generation on ADE20k

Source: [Controllable Image Generation on ADE20k](<https://www.sota2.com/research/sota/controllable-image-generation-on-ade20k>)

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

Data updated: 2026-02-26T06:05:45.031Z

Evaluation of models performing Controllable Image Generation using the ADE20K dataset, assessed using metrics such as Sudden convergence steps and Relative Promotion.

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 | Controllable Image Generation |
| Dataset (including any stated split) | ADE20k |
| Metric | Sudden Convergence Steps |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [Sudden Convergence Steps](<https://www.sota2.com/research/sota/controllable-image-generation-on-ade20k.md?metric=Sudden%20Convergence%20Steps>): Lower is better; unit: SCALAR.

- [Relative Promotion](<https://www.sota2.com/research/sota/controllable-image-generation-on-ade20k.md?metric=Relative%20Promotion>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Sudden Convergence Steps | Result date | Report paper |
| --- | --- | --- | --- |
| ControlNet + Diff-Tuning | 8.3 | Not recorded | 68fa738b1e209131cea5d207 |
| ControlNet | 13.9 | Not recorded | 68fa738b1e209131cea5d207 |

### ControlNet + Diff-Tuning

Sudden Convergence Steps: 8.3. Result ID: 6992effc3a6c314849127a10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

Recorded evaluation configuration: {"backbone":"Stable Diffusion"}. This record does not assert independent reproduction.

### ControlNet

Sudden Convergence Steps: 13.9. Result ID: 6992effc3a6c314849127a0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa738b1e209131cea5d207.md>)

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

Recorded evaluation configuration: {"backbone":"Stable Diffusion"}. This record does not assert independent reproduction.

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