No, we are not familiar with any scholarships for High School in Korea. In general it is better and easier to study abroad after you graduate from High School/Secondary school (minimum of 12 years of schooling) in your home country.
Read more:
Scholarship guide for studying abroad
Study in Korea
Schools in Korea