 This paper reviews LIDAR ground filtering algorithms used to create digital elevation models, discusses critical issues for their development and application, highlights three feature types for which current algorithms are suboptimal, and suggests areas for improvement in future studies. This article was authored by Kaiguang Zhao, Nate Courrette, and Julian Ming.