Semi-arid tree covers, in both high and coppice growth forms, play an essential role protecting water soil resources provides multiple ecosystem services across fragile ecosystems. Thus, they require continuous inventories. Quantification of forest structure these covers important measures for their management biodiversity conservation. We present a framework, based on consumer-grade UAV photog...