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

Here is Why You Need An Adapter

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

South Korea

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

Type F

Philippines

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

Type A

Type B

Type C