crossrefFrontiers in Remote Sensing2026-07-21
A multi-class, multi-temporal crop and Land cover mapping framework for Morocco using Sentinel-1/2 monthly composites and advanced machine learning ensembles
Maryam Choukri, Yacine Bouroubi, Jamal-Eddine Ouzemou, Said Grich, Guy Armel Kamga Fotso, Saeid Ojaghi, et al.
Timely and accurate crop-type mapping is fundamental for sustainable agricultural management and food security in semi-arid regions, where climate variability and fragmented landscapes present persistent challenges. This study develops and validates an operational, multi-temporal…