The Time We Were Not in Love (TTWWNIL) is the korean remake of In Time With You (ITWY). I prefer the taiwanese version because it's funnier and I could relate better, but if you like korean dramas and you liked ITWY, then you must watch TTWWNIL.
I guess TTWWNIL can be found as "The Time That I Loved You" as well.