Determining if aeroacoustic sound predictions are accurate is difficult because the question of how to define ‘accurate’ remains open.This communication evaluates four metrics for comparing time-domain pressure signals,each implying its own definition of ‘accurate.’ An adaptation of a Structural Similarity Metric (originating from the image processing literature) to time– frequency representations of acoustic signals is shown outperform typical metrics such as relative energy and mean square error.