# Semantic Segmentation on LoveDA Rural cross-sensor (test)

Source: [Semantic Segmentation on LoveDA Rural cross-sensor (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-loveda-rural-cross-sensor-test>)

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

Data updated: 2026-02-26T06:10:48.787Z

Evaluation of Semantic Segmentation performance specifically on the Rural cross-sensor subset of the LoveDA test split, reporting metrics like 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) | LoveDA Rural cross-sensor (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-loveda-rural-cross-sensor-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| CARL | 29.8 | Not recorded | 68fa7ba31e209131cea8987d |
| Copernicus-FM | 17.6 | Not recorded | 68fa7ba31e209131cea8987d |
| SMARTIES | 17.3 | Not recorded | 68fa7ba31e209131cea8987d |
| DOFA | 14.9 | Not recorded | 68fa7ba31e209131cea8987d |

### CARL

mIoU: 29.8. Result ID: 699ae1f45698665ec471e1ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8987d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8987d.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"Linear probing","sensor":"RGB","number\_of\_bands":3}. This record does not assert independent reproduction.

### Copernicus-FM

mIoU: 17.6. Result ID: 699ae1f45698665ec471e1ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8987d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a561e209131cea8296c.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"Linear probing","sensor":"RGB","number\_of\_bands":3}. This record does not assert independent reproduction.

### SMARTIES

mIoU: 17.3. Result ID: 699ae1f45698665ec471e1ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8987d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ab1e209131cea7ec99.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"Linear probing","sensor":"RGB","number\_of\_bands":3}. This record does not assert independent reproduction.

### DOFA

mIoU: 14.9. Result ID: 699ae1f45698665ec471e1aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7ba31e209131cea8987d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c2d1e209131cea8ce35.md>)

Recorded evaluation configuration: {"evaluation\_protocol":"Linear probing","sensor":"RGB","number\_of\_bands":3}. This record does not assert independent reproduction.

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