# Semantic Segmentation on M3ED Urban Day (test)

Source: [Semantic Segmentation on M3ED Urban Day (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-m3ed-urban-day-test>)

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

Data updated: 2026-02-26T06:10:10.724Z

Evaluation of Semantic Segmentation performance on the test split of the M3ED Urban Day 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) | M3ED Urban Day (test) |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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-m3ed-urban-day-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| BRENet | 67.28 | Not recorded | 68fa7b951e209131cea89462 |
| EISNet | 59.91 | Not recorded | 68fa7b951e209131cea89462 |
| CMNeXt | 53.85 | Not recorded | 68fa7b951e209131cea89462 |
| CMX | 52.64 | Not recorded | 68fa7b951e209131cea89462 |

### BRENet

mIoU: 67.28. Result ID: 698b88237a967eddb76f5f16.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

[Implementation](<https://github.com/zyaocoder/BRENet>)

Recorded evaluation configuration: {"Backbone":"MiT-B2"}. This record does not assert independent reproduction.

### EISNet

mIoU: 59.91. Result ID: 698b88237a967eddb76f5f15.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

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

### CMNeXt

mIoU: 53.85. Result ID: 698b88237a967eddb76f5f14.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eab1e209131cea413f6.md>)

[Implementation](<https://jamycheung.github.io/DELIVER.html>)

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

### CMX

mIoU: 52.64. Result ID: 698b88237a967eddb76f5f13.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b951e209131cea89462.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa713e1e209131cea5008c.md>)

[Implementation](<https://github.com/huaaaliu/RGBX_Semantic_Segmentation>)

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

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