# Semantic Segmentation on ADE20K (mIoU, Acc)

Source: [Semantic Segmentation on ADE20K (mIoU, Acc)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-miou-acc>)

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

Data updated: 2026-06-23T11:24:09.816Z

Evaluation of Semantic Segmentation performance on the ADE20K dataset, measured using Mean Intersection over Union (mIoU) and Accuracy (Acc).

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) | ADE20K |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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-ade20k-miou-acc.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-miou-acc.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| RaysUp | 42.34 | Not recorded | 6a3a1365206542251d7c744a |
| FeatUp | 42.33 | Not recorded | 6a3a1365206542251d7c744a |
| LoftUp | 42.17 | Not recorded | 6a3a1365206542251d7c744a |
| JAFAR | 42.16 | Not recorded | 6a3a1365206542251d7c744a |
| AnyUp | 42.15 | Not recorded | 6a3a1365206542251d7c744a |
| Bilinear | 40.47 | Not recorded | 6a3a1365206542251d7c744a |

### RaysUp

mIoU: 42.34. Result ID: 6a3a6cc4fbc373592c37c093.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1365206542251d7c744a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3a1365206542251d7c744a.md>)

[Implementation](<https://github.com/MAP-RaysUp/RaysUp>)

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

### FeatUp

mIoU: 42.33. Result ID: 6a3a6cc4fbc373592c37c08f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1365206542251d7c744a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c11e209131cea5869f.md>)

[Implementation](<https://tinyurl.com/28h3yppa>)

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

### LoftUp

mIoU: 42.17. Result ID: 6a3a6cc4fbc373592c37c090.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1365206542251d7c744a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78161e209131cea76b3a.md>)

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

### JAFAR

mIoU: 42.16. Result ID: 6a3a6cc4fbc373592c37c091.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1365206542251d7c744a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79721e209131cea7daa3.md>)

[Implementation](<https://jafar-upsampler.github.io/>)

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

### AnyUp

mIoU: 42.15. Result ID: 6a3a6cc4fbc373592c37c092.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1365206542251d7c744a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c1c1e209131cea8c68a.md>)

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

### Bilinear

mIoU: 40.47. Result ID: 6a3a6cc4fbc373592c37c08e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3a1365206542251d7c744a.md>)

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

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