Someone who loves flowers to excess is an anthophile. There are a surprising number of philias, almost as many as there are phobias. I, myself, am a bibliophile.
I found this list, which has all kinds of interesting loves. I should note that it isn’t an actual list of real philias, but a k-construction done by simply replacing phobias with philias. Still . . .
interesting.
