# Satellite Segmentation on OpenEarth (test)

Source: [Satellite Segmentation on OpenEarth (test)](<https://www.sota2.com/research/sota/satellite-segmentation-on-openearth-test>)

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

Data updated: 2026-04-13T08:29:52.932Z

Evaluation of Satellite Segmentation performance on the test split of the OpenEarth dataset, reporting metrics such as mIoU Score and Training Time.

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 | Satellite Segmentation |
| Dataset (including any stated split) | OpenEarth (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/satellite-segmentation-on-openearth-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [Training Time (hrs)](<https://www.sota2.com/research/sota/satellite-segmentation-on-openearth-test.md?metric=Training%20Time%20(hrs)>): Lower is better; unit: TIME.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Fully Supervised Model | 67 | Not recorded | 69dc785d7d0172140ec788e4 |
| DCAU-AL | 66.4 | Not recorded | 69dc785d7d0172140ec788e4 |
| Coreset Model | 64.8 | Not recorded | 69dc785d7d0172140ec788e4 |
| Naive Active Learning Model | 64.2 | Not recorded | 69dc785d7d0172140ec788e4 |

### Fully Supervised Model

mIoU: 67. Result ID: 69dca8bf47f34ce924c39462.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788e4.md>)

Recorded evaluation configuration: {"Labeling":"100% data"}. This record does not assert independent reproduction.

### DCAU-AL

mIoU: 66.4. Result ID: 69dca8bf47f34ce924c39465.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788e4.md>)

Recorded evaluation configuration: {"Labeling":"40% data"}. This record does not assert independent reproduction.

### Coreset Model

mIoU: 64.8. Result ID: 69dca8bf47f34ce924c39464.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788e4.md>)

Recorded evaluation configuration: {"Labeling":"40% data"}. This record does not assert independent reproduction.

### Naive Active Learning Model

mIoU: 64.2. Result ID: 69dca8bf47f34ce924c39463.

[Reporting paper](<https://www.sota2.com/research/paper/69dc785d7d0172140ec788e4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74641e209131cea61690.md>)

Recorded evaluation configuration: {"Labeling":"40% data"}. This record does not assert independent reproduction.

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