# Semantic Segmentation on RainCityScapes Full supervision

Source: [Semantic Segmentation on RainCityScapes Full supervision](<https://www.sota2.com/research/sota/semantic-segmentation-on-raincityscapes-full-supervision>)

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

Data updated: 2026-04-28T07:01:04.319Z

Evaluation of Semantic Segmentation performance on the RainCityScapes dataset utilizing full supervision, typically measured using mIoU and Accuracy.

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) | RainCityScapes Full supervision |
| 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/semantic-segmentation-on-raincityscapes-full-supervision.md?metric=mIoU>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| WeatherSeg | 82.8 | Not recorded | 69f03f0a55a3c32af89f9fc2 |
| AEL | 80.5 | Not recorded | 69f03f0a55a3c32af89f9fc2 |
| UniMatch | 79.9 | Not recorded | 69f03f0a55a3c32af89f9fc2 |

### WeatherSeg

mIoU: 82.8. Result ID: 69f05b2847f34ce924d5ad5b.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f0a55a3c32af89f9fc2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f03f0a55a3c32af89f9fc2.md>)

Recorded evaluation configuration: {"Params (M)":"14.3","FPS":"20.1"}. This record does not assert independent reproduction.

### AEL

mIoU: 80.5. Result ID: 69f05b2847f34ce924d5ad5a.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f0a55a3c32af89f9fc2.md>)

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

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

Recorded evaluation configuration: {"Params (M)":"42.2","FPS":"11.8"}. This record does not assert independent reproduction.

### UniMatch

mIoU: 79.9. Result ID: 69f05b2847f34ce924d5ad59.

[Reporting paper](<https://www.sota2.com/research/paper/69f03f0a55a3c32af89f9fc2.md>)

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

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

Recorded evaluation configuration: {"Params (M)":"15.5","FPS":"18.7"}. This record does not assert independent reproduction.

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