Makes me miss old school k-pop. Apperntly the male lead int he video is a member of Troy.
If you like this, check out: https://www.youtube.com/watch?v=szN6ak-Ig9Q
A (sort of) recent release by J.ae (previously J), who debuted around the same time As One did.
Source: Brand New Music, Haefilm Hol