# Semantic Segmentation on OpenEarth (test)

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

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

Data updated: 2026-04-13T08:29:52.961Z

Evaluation of Semantic Segmentation performance on the test split of the OpenEarth dataset, reporting mean Intersection over Union (mIoU) and class-specific IoU scores for features like Water, Road, and Buildings.

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) | OpenEarth (test) |
| Metric | mIoU |
| Unit | SCALAR |
| 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-openearth-test.md?metric=mIoU>): Higher is better; unit: SCALAR.

- [IoU (Background)](<https://www.sota2.com/research/sota/semantic-segmentation-on-openearth-test.md?metric=IoU%20(Background)>): Higher is better; unit: SCALAR.

- [IoU (Bareland)](<https://www.sota2.com/research/sota/semantic-segmentation-on-openearth-test.md?metric=IoU%20(Bareland)>): Higher is better; unit: SCALAR.

- [IoU (Rangeland)](<https://www.sota2.com/research/sota/semantic-segmentation-on-openearth-test.md?metric=IoU%20(Rangeland)>): Higher is better; unit: SCALAR.

- [IoU (Developed Space)](<https://www.sota2.com/research/sota/semantic-segmentation-on-openearth-test.md?metric=IoU%20(Developed%20Space)>): Higher is better; unit: SCALAR.

- [IoU (Road)](<https://www.sota2.com/research/sota/semantic-segmentation-on-openearth-test.md?metric=IoU%20(Road)>): Higher is better; unit: SCALAR.

- [IoU (Tree)](<https://www.sota2.com/research/sota/semantic-segmentation-on-openearth-test.md?metric=IoU%20(Tree)>): Higher is better; unit: SCALAR.

- [IoU (Water)](<https://www.sota2.com/research/sota/semantic-segmentation-on-openearth-test.md?metric=IoU%20(Water)>): Higher is better; unit: SCALAR.

- [IoU (Agriculture Land)](<https://www.sota2.com/research/sota/semantic-segmentation-on-openearth-test.md?metric=IoU%20(Agriculture%20Land)>): Higher is better; unit: SCALAR.

- [IoU (Buildings)](<https://www.sota2.com/research/sota/semantic-segmentation-on-openearth-test.md?metric=IoU%20(Buildings)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| Fully Supervised | 0.67 | Not recorded | 69dc785d7d0172140ec788e4 |
| DCAU-Based AL | 0.664 | Not recorded | 69dc785d7d0172140ec788e4 |
| Naive AL | 0.642 | Not recorded | 69dc785d7d0172140ec788e4 |

### Fully Supervised

mIoU: 0.67. Result ID: 69dca8bf47f34ce924c39466.

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

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

### DCAU-Based AL

mIoU: 0.664. Result ID: 69dca8bf47f34ce924c39468.

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

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

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

### Naive AL

mIoU: 0.642. Result ID: 69dca8bf47f34ce924c39467.

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

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

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

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