). <\/SPAN><\/P>The Marin County lifeform map was created using \"expert systems\" rulesets developed in Trimble Ecognition. These rulesets combine automated image segmentation (stand delineation) with object- based image classification techniques in a process called \u201cObject Based Image Analysis (OBIA)\u201d. In contrast with the machine learning approaches that will be used to make Marin\u2019s fine scale vegetation map, expert systems rulesets are developed heuristically based on the knowledge of experienced image analysts. Key input datasets for the lifeform ruleset include: 6-inch, 4-band orthoimagery (2018), a LiDAR derived Canopy Height Model (2019), and other LiDAR derived landscape metrics. <\/SPAN><\/P>After it is produced using Ecognition, the preliminary lifeform map is manually edited by expert photointerpreters. Manual editing fixes errors where the automated methods produced incorrect results. Edits are made to correct two types of errors: 1) unsatisfactory polygon (stand) delineations and 2) incorrect polygon labels.<\/SPAN><\/P><\/P>
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