Systems and methods for automated structure modeling from digital imagery

A method, comprising:

• receiving, with one or more computer processors, target digital images depicting a target structure;
• automatically identifying, with the one or more computer processors, target elements of the target structure in the target digital images using one or more machine learning models;
• automatically generating, with the one or more computer processors, a heat map model depicting a likelihood of a location of the target elements of the target structure based on results of the one or more machine learning models;
• automatically generating, with the one or more computer processors, a two-dimensional model and/or a three-dimensional model of the target structure based on the heat map model without further utilizing the target digital images by clarifying and vectorizing lines of the heat map model from a raster image of the heat map model;
• and
• extracting information regarding the target elements from the two-dimensional model and/or the three-dimensional model of the target structure.