In this work the problem of change detection in high-resolution (HR) satellite images is addressed. The active learning (AL) algorithm Bayesian active learning disagreement (BALD) is applied on WorldView images of urban and suburban areas in the island of Crete. Greece. Comparisons with results from random sampling (RS) on AL are carried out. https://foldlyers.shop/product-category/laundry-tubs/