# Semantic Segmentation on MARS-S2L (test)

Source: [Semantic Segmentation on MARS-S2L (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-mars-s2l-test>)

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

Data updated: 2026-04-24T07:58:58.474Z

Evaluation of Semantic Segmentation performance on the test split of the MARS-S2L dataset, reporting metrics such as Segmentation Precision, Recall, Accuracy, FPR, and IoU.

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) | MARS-S2L (test) |
| Metric | Precision |
| 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

- [Precision](<https://www.sota2.com/research/sota/semantic-segmentation-on-mars-s2l-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/semantic-segmentation-on-mars-s2l-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-mars-s2l-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [FPR](<https://www.sota2.com/research/sota/semantic-segmentation-on-mars-s2l-test.md?metric=FPR>): Lower is better; unit: PERCENT.

- [mIoU](<https://www.sota2.com/research/sota/semantic-segmentation-on-mars-s2l-test.md?metric=mIoU>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| MARS-S2L | 39.93 | Not recorded | 692d20e9d6b0dd334293147a |
| CH4Net | 15.93 | Not recorded | 692d20e9d6b0dd334293147a |
| MBMP | 0.26 | Not recorded | 692d20e9d6b0dd334293147a |

### MARS-S2L

Precision: 39.93. Result ID: 69eb22b447f34ce924d32631.

[Reporting paper](<https://www.sota2.com/research/paper/692d20e9d6b0dd334293147a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d20e9d6b0dd334293147a.md>)

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

### CH4Net

Precision: 15.93. Result ID: 69eb22b447f34ce924d32632.

[Reporting paper](<https://www.sota2.com/research/paper/692d20e9d6b0dd334293147a.md>)

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

### MBMP

Precision: 0.26. Result ID: 69eb22b447f34ce924d32633.

[Reporting paper](<https://www.sota2.com/research/paper/692d20e9d6b0dd334293147a.md>)

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

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