The key to any coding or design endeavor is to get the most for the least. That is, to get everything you want visually with the least amount of code and the smallest size. Images are no different.
While admittedly I haven’t seen a direct correlation (even spurious) between image size and the ranking of images on image search, it is a factor Google uses for page speed which is a factor Google uses for rankings.
