they get the name from the shape rather than the ingredients
I was under the understanding that the main difference was that quick breads used chemical leavening agents (e.g. baking powder) instead of yeast. Hence the “quick” in “quick bread”. Wikipedia (always a source of unblemished truth /s) seems to agree with my understanding.