# Semantic Segmentation on CelebA-19 (test)

Source: [Semantic Segmentation on CelebA-19 (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-celeba-19-test>)

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

Data updated: 2026-02-26T06:10:27.038Z

Evaluation of Semantic Segmentation performance on the test split of the CelebA-19 dataset, typically measured using Mean Intersection over Union (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 | Semantic Segmentation |
| Dataset (including any stated split) | CelebA-19 (test) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/semantic-segmentation-on-celeba-19-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| MDM | 59.57 | Not recorded | 68fa72d91e209131cea58e19 |
| DDPM | 58.86 | Not recorded | 68fa72d91e209131cea58e19 |
| MAE | 57.27 | Not recorded | 68fa72d91e209131cea58e19 |
| SwAV | 51.99 | Not recorded | 68fa72d91e209131cea58e19 |
| SwAVw2 | 51.17 | Not recorded | 68fa72d91e209131cea58e19 |

### MDM

mIoU: 59.57. Result ID: 69929ca23a6c314849102468.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d91e209131cea58e19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72d91e209131cea58e19.md>)

[Implementation](<https://github.com/zx-pan/mdm/>)

Recorded evaluation configuration: {"Pre-training data":"FFHQ-256","Pre-training iterations":"40000"}. This record does not assert independent reproduction.

### DDPM

mIoU: 58.86. Result ID: 69929ca23a6c314849102467.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d91e209131cea58e19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfb1e209131cea3166c.md>)

Recorded evaluation configuration: {"Pre-training data":"FFHQ-256","Pre-training source":"Baranchuk et al. (2022)"}. This record does not assert independent reproduction.

### MAE

mIoU: 57.27. Result ID: 69929ca23a6c314849102466.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d91e209131cea58e19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfb1e209131cea3166c.md>)

Recorded evaluation configuration: {"Pre-training data":"FFHQ-256","Pre-training source":"Baranchuk et al. (2022)"}. This record does not assert independent reproduction.

### SwAV

mIoU: 51.99. Result ID: 69929ca23a6c314849102464.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d91e209131cea58e19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfb1e209131cea3166c.md>)

Recorded evaluation configuration: {"Pre-training data":"FFHQ-256","Pre-training source":"Baranchuk et al. (2022)"}. This record does not assert independent reproduction.

### SwAVw2

mIoU: 51.17. Result ID: 69929ca23a6c314849102465.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72d91e209131cea58e19.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfb1e209131cea3166c.md>)

Recorded evaluation configuration: {"Pre-training data":"FFHQ-256","Pre-training source":"Baranchuk et al. (2022)"}. This record does not assert independent reproduction.

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