This document summarizes the findings of assessing subject metadata for images in a library collection. It found that primary terms describing what an image depicts yielded the highest search utility and retrieval rates. Secondary and tertiary terms about what images were about or how they communicate were used less often. Descriptive non-subject terms worked best for 3D objects and abstract works when subject terms were less applicable. Overall, existing subject metadata only literally matched users' search terms 8.5% of the time, highlighting the challenges of subjective image interpretation. Primary terms provided the most consistent and useful access points for retrieving images.