The Japanese admired it because they captured Korean artisans to bring their skills to Japan.
Because of this, a cultural diffusion happened between the two nations, which become the reason why you would see a lot similarities of objects between the two nations, such as their traditional building, their traditional arts, or their traditional architecture.