Evaluation of Sampling and Cross-Validation Tuning Strategies for Regional-Scale Machine Learning Classification

by Christopher A. Ramezan, Timothy A. Warner, Aaron E. Maxwell
Published 2019-01-01

Effects of Training Set Size on Supervised Machine-Learning Land-Cover Classification of Large-Area High-Resolution Remotely Sensed Data

by Christopher A. Ramezan, Timothy A. Warner, Aaron E. Maxwell, Bradley S. Price
Published 2021-01-01

Large-Area, High Spatial Resolution Land Cover Mapping Using Random Forests, GEOBIA, and NAIP Orthophotography: Findings and Recommendations

by Aaron E. Maxwell, Michael P. Strager, Timothy A. Warner, Christopher A. Ramezan, Alice N. Morgan, Cameron E. Pauley
Published 2019-06-01

Semantic Segmentation Deep Learning for Extracting Surface Mine Extents from Historic Topographic Maps

by Aaron E. Maxwell, Michelle S. Bester, Luis A. Guillen, Christopher A. Ramezan, Dennis J. Carpinello, Yiting Fan, Faith M. Hartley, Shannon M. Maynard, Jaimee L. Pyron
Published 2020-12-01