Not really. Even on a small, cheap TV, the difference between something like 480i and 720p is noticeable. It's true that the difference between 1080p and 2K or 4K is negligible though because of the limitations of the human eye.
azeke, it was small enough that you could take the disc out of the GameCube and keep playing because the entire game could fit in the GameCube's memory.