The widespread availability of Satellite data from the Sentinel missions has significantly propelled research in the convergence of Earth Observation and Machine Learning, leading to groundbreaking advancements in crucial applications like rapid flood mapping [1], burnt scar mapping [2], and land cover classification [3].