Not a problem. Multicopters ascend and descend entirely vertically, so programming them to climb straight up to around 500 meters, go to the designated drop point and descend straight down would eliminate all obstacle concerns. It's probably low enough for avoiding fixed wing air traffic too, unless you are around an airport.
Finding a clear drop point is easy (lawns, for example), and the drone can sound some alarm to let pedestrians know its landing.