Image Quality Assessment for Natural Scene Portraits: An Industrial Application

Camera quality is a major reason for consumers to choose between smartphones. However, evaluating a camera’s quality is costly, cumbersome, and, in many cases, a non-repeatable process. To simplify and improve this process, many techniques have been developed for automatic image quality assessment. In the state of the art, image detail quality assessment is predominantly based on objective metrics applied to synthetic patterns, such as the widely used Dead Leaves chart, which simulates real-world characteristics.