A candidate image is a potential visual representation used to evaluate, select, or present a subject, often in contexts like political campaigns, branding, or machine learning. It plays a crucial role in shaping perceptions, conveying messages, and influencing decisions by encapsulating essential attributes or qualities of the subject in a single frame.