You Do Need power plug adapter while traveling from Philippines to South Korea.

Here is Why You Need An Adapter

The outlet and plug type used in South Korea is F and in Philippines are A, B and C. This is how they look like.

Philippines

In Philippines, outlets of type A, B and C are in use.

Type A

Type B

Type C

South Korea

In South Korea, outlets of type F are in use.

Type F