# Semantic Segmentation on Sentinel-2 Farmland (test)

Source: [Semantic Segmentation on Sentinel-2 Farmland (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-sentinel-2-farmland-test>)

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

Data updated: 2026-07-07T09:16:05.887Z

Evaluation of Semantic Segmentation performance on the test split of the Sentinel-2 Farmland dataset, reporting Jaccard, F1 Score, Overall Accuracy (OA), Precision, and Recall.

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) | Sentinel-2 Farmland (test) |
| Metric | Jaccard Score |
| 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

- [Jaccard Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-sentinel-2-farmland-test.md?metric=Jaccard%20Score>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/semantic-segmentation-on-sentinel-2-farmland-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Overall Accuracy (OA)](<https://www.sota2.com/research/sota/semantic-segmentation-on-sentinel-2-farmland-test.md?metric=Overall%20Accuracy%20(OA)>): Higher is better; unit: PERCENT.

- [Precision](<https://www.sota2.com/research/sota/semantic-segmentation-on-sentinel-2-farmland-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/semantic-segmentation-on-sentinel-2-farmland-test.md?metric=Recall>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Jaccard Score | Result date | Report paper |
| --- | --- | --- | --- |
| RSAM-Seg | 63.46 | Not recorded | 6a4c880685dba69fef8b2677 |
| GeoSAM-Lite | 56.83 | Not recorded | 6a4c880685dba69fef8b2677 |
| EfficientSAM | 54.51 | Not recorded | 6a4c880685dba69fef8b2677 |
| MobileSAM | 54.18 | Not recorded | 6a4c880685dba69fef8b2677 |

### RSAM-Seg

Jaccard Score: 63.46. Result ID: 6a4cc3bd60b88bb339c95da8.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880685dba69fef8b2677.md>)

Recorded evaluation configuration: {"Backbone":"ViT-L"}. This record does not assert independent reproduction.

### GeoSAM-Lite

Jaccard Score: 56.83. Result ID: 6a4cc3bd60b88bb339c95da9.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880685dba69fef8b2677.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4c880685dba69fef8b2677.md>)

Recorded evaluation configuration: {"Backbone":"ViT-S"}. This record does not assert independent reproduction.

### EfficientSAM

Jaccard Score: 54.51. Result ID: 6a4cc3bd60b88bb339c95da6.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880685dba69fef8b2677.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71561e209131cea509db.md>)

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

### MobileSAM

Jaccard Score: 54.18. Result ID: 6a4cc3bd60b88bb339c95da7.

[Reporting paper](<https://www.sota2.com/research/paper/6a4c880685dba69fef8b2677.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe61e209131cea47fb8.md>)

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

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