I used to notice and somewhat - but not solely - rely on icons, especially nice designed sets.
It seems though that a combination of samey-sameness (greyscale, shape, etc...) and the constant bombarding of attention-grabbing imagery (emoji, gif, ads...) has desensitised me from visual cues and I zero in on text instead now.