# Segmentation-to-Image Translation on COCOStuff Seg. Mask

Source: [Segmentation-to-Image Translation on COCOStuff Seg. Mask](<https://www.sota2.com/research/sota/segmentation-to-image-translation-on-cocostuff-seg-mask>)

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

Data updated: 2026-02-26T06:10:09.452Z

Evaluation of image generation models conditioned on segmentation masks derived from the COCOStuff dataset, assessed using metrics like mIOU and FID.

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 | Segmentation-to-image translation |
| Dataset (including any stated split) | COCOStuff Seg. Mask |
| Metric | mIOU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [mIOU](<https://www.sota2.com/research/sota/segmentation-to-image-translation-on-cocostuff-seg-mask.md?metric=mIOU>): Higher is better; unit: PERCENT.

- [FID](<https://www.sota2.com/research/sota/segmentation-to-image-translation-on-cocostuff-seg-mask.md?metric=FID>): Lower is better; unit: SCALAR.

## Recorded results

| Method | mIOU | Result date | Report paper |
| --- | --- | --- | --- |
| ControlNet++ | 34.56 | Not recorded | 68fa768f1e209131cea6db54 |
| ControlNet | 27.46 | Not recorded | 68fa768f1e209131cea6db54 |
| EditAR | 22.62 | Not recorded | 68fa768f1e209131cea6db54 |

### ControlNet++

mIOU: 34.56. Result ID: 699440323a6c3148491c11f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa768f1e209131cea6db54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75c71e209131cea69ed4.md>)

Recorded evaluation configuration: {"T2I Model":"SD1.5"}. This record does not assert independent reproduction.

### ControlNet

mIOU: 27.46. Result ID: 699440323a6c3148491c11f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa768f1e209131cea6db54.md>)

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

Recorded evaluation configuration: {"T2I Model":"SD1.5"}. This record does not assert independent reproduction.

### EditAR

mIOU: 22.62. Result ID: 699440323a6c3148491c11f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa768f1e209131cea6db54.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa768f1e209131cea6db54.md>)

[Implementation](<https://jitengmu.github.io/EditAR/>)

Recorded evaluation configuration: {"T2I Model":"LlamaGen"}. This record does not assert independent reproduction.

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