crossrefRemote Sensing2025-10-04
Estimating Fractional Land Cover Using Sentinel-2 and Multi-Source Data with Traditional Machine Learning and Deep Learning Approaches
Sergio Sierra, Rubén Ramo, Marc Padilla, Laura Quirós, Adolfo Cobo
Land cover mapping is essential for territorial management due to its links with ecological, hydrological, climatic, and socioeconomic processes. Traditional methods use discrete classes per pixel, but this study proposes estimating cover fractions with Sentinel-2 imagery (20 m)…