# Live Fuel Moisture Content (LFMC) Prediction on Globe-LFMC 2.0 (test)

Source: [Live Fuel Moisture Content (LFMC) Prediction on Globe-LFMC 2.0 (test)](<https://www.sota2.com/research/sota/live-fuel-moisture-content-lfmc-prediction-on-globe-lfmc-2-0-test>)

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

Data updated: 2026-03-10T08:32:30.460Z

Evaluation of models predicting Live Fuel Moisture Content (LFMC) using the test split of the Globe-LFMC 2.0 dataset, measured by MAE, RMSE, and R².

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 | Live Fuel Moisture Content (LFMC) Prediction |
| Dataset (including any stated split) | Globe-LFMC 2.0 (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 2 of 2 |
| 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

- [MAE](<https://www.sota2.com/research/sota/live-fuel-moisture-content-lfmc-prediction-on-globe-lfmc-2-0-test.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/live-fuel-moisture-content-lfmc-prediction-on-globe-lfmc-2-0-test.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [R²](<https://www.sota2.com/research/sota/live-fuel-moisture-content-lfmc-prediction-on-globe-lfmc-2-0-test.md?metric=R%C2%B2>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| Earth4D | 11.7 | Not recorded | 69afa5672d603e6de3e43883 |
| Galileo | 12.6 | Not recorded | 69afa5672d603e6de3e43883 |

### Earth4D

MAE: 11.7. Result ID: 69afd71a6dbb7075b958312d.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5672d603e6de3e43883.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5672d603e6de3e43883.md>)

Recorded evaluation configuration: {"Encoding":"Learned Hashing","Data Inputs":"(x,y,z,t) + Species Name"}. This record does not assert independent reproduction.

### Galileo

MAE: 12.6. Result ID: 69afd71a6dbb7075b958312c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5672d603e6de3e43883.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa790e1e209131cea7be5c.md>)

Recorded evaluation configuration: {"Model status":"Pre-Trained","Data Inputs":"(x,y,z,t) + Species Type + Remote Sensing"}. This record does not assert independent reproduction.

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