So I recently found this scholarship program called KGSP which is offered for both undergraduate and graduate studies:
http://www.niied.go.kr/eng/contents.do?contentsNo=78&menuNo=349
The application period has already passed but I think it will come useful for those interested in applying to Korean universities next year.
All the details are found in the link, good luck.