This article discusses the use of unmanned vehicles (UVs) such as UAVs and UGVs in various missions and the challenges and open issues that still need to be addressed for their full operational use. The Special Issue invites contributions on recent advances in technologies and algorithms to improve the autonomy, reliability, and safety of UVs.