UIButton showsTouchWhenHighlighted alters VoiceOver description?

Setting showsTouchWhenHighlighted, e.g. via the IB option "Shows Touch On Highlight," on a button without a title will alter the VoiceOver description. After reading the accessibility label, VoiceOver beeps and announces a description of the image. Is there a way to disable this behavior?