Deep learning models for mapping surficial geology in selected physiographic regions of New York

This data release contains training data, digital elevation models, and validation data used to generate and validate deep learning models of surficial geology in two physiographic regions of upstate New York.  The two regions are the high-relief Allegheny Plateau and the low-relief Erie-Ontario Lowlands. All deep learning preparation and model creation was conducted with deep learning tools available in ArcGIS Pro V 2.9+ (https://pro.arcgis.com/en/pro-app/latest/help/analysis/image-analyst/de…) and methods outlined in (Odom and Doctor, 2023).