That almost all our language about recalling physical objects talk in terms related to images in retrospect should've been a dead giveaway, and I do remember many instances growing up I found it weird, because it seemed like dumb ways of talking about things you couldn't see...

It's to the point as we see it's hard to even talk about recall without recalling such words - e.g. "imagination" itself presumes images.