Embodiments provide techniques, including systems and methods, for processing imaging data to identify an installed component. Embodiments include a component identification system that is configured to receive imaging data including an installed component, extract features of the installed component from the imaging data, and search a data store of components for matching reference components that match those features. A relevance score may be determined for each of the reference components based on a similarity between the image and a plurality of reference images in a component model of each of the plurality of reference components. At least one matching reference component may be identified by comparing each relevance score to a threshold relevance score and matching component information may be provided to an end-user for each matching reference component.
