The purpose, back then, was to encourage users to compress their original photos in order to take advantage of Google Photo’s unlimited storage offer.
Starting June 1 this year, however, even High Quality photos will count towards your cloud storage and you will easily hit your 15GB quota without paying for an extra storage subscription.