# Semantic Segmentation on ADE20K 1263 labels (1/16)

Source: [Semantic Segmentation on ADE20K 1263 labels (1/16)](<https://www.sota2.com/research/sota/semantic-segmentation-on-ade20k-1263-labels-1-16>)

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

Data updated: 2026-02-26T06:10:22.874Z

Evaluation of Semantic Segmentation performance on the ADE20K dataset, specifically using the subset defined by 1263 labels (1/16 configuration), measured by 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) | ADE20K 1263 labels (1/16) |
| 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-ade20k-1263-labels-1-16.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| SemiVL | 37.2 | Not recorded | 68fa71451e209131cea504a8 |
| UniMatch | 34.4 | Not recorded | 68fa71451e209131cea504a8 |
| AEL | 33.2 | Not recorded | 68fa71451e209131cea504a8 |
| UniMatch | 31.5 | Not recorded | 68fa71451e209131cea504a8 |
| CutMix | 28.8 | Not recorded | 68fa71451e209131cea504a8 |

### SemiVL

mIoU: 37.2. Result ID: 6991a4dc3a6c314849099aa8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Implementation](<https://github.com/google-research/semivl>)

Recorded evaluation configuration: {"Net":"ViT-B/16"}. This record does not assert independent reproduction.

### UniMatch

mIoU: 34.4. Result ID: 6991a4dc3a6c314849099aa7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee71e209131cea42c98.md>)

[Implementation](<https://github.com/LiheYoung/UniMatch>)

Recorded evaluation configuration: {"Net":"ViT-B/16","Note":"re-produced"}. This record does not assert independent reproduction.

### AEL

mIoU: 33.2. Result ID: 6991a4dc3a6c314849099aa5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6aff1e209131cea2ba14.md>)

[Implementation](<https://github.com/hzhupku/SemiSeg-AEL>)

Recorded evaluation configuration: {"Net":"R101"}. This record does not assert independent reproduction.

### UniMatch

mIoU: 31.5. Result ID: 6991a4dc3a6c314849099aa6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee71e209131cea42c98.md>)

[Implementation](<https://github.com/LiheYoung/UniMatch>)

Recorded evaluation configuration: {"Net":"R101"}. This record does not assert independent reproduction.

### CutMix

mIoU: 28.8. Result ID: 6991a4dc3a6c314849099aa4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71451e209131cea504a8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa682b1e209131cea1a7b3.md>)

[Implementation](<https://github.com/Britefury/cutmix-semisup-seg>)

Recorded evaluation configuration: {"Net":"R101"}. This record does not assert independent reproduction.

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