Yes, blocking on FB will prevent them from seeing you and you from seeing them unless you purposefully search them out.

From FB:
"Once you block someone, that person can no longer see things you post on your timeline, tag you, invite you to events or groups, start a conversation with you, or add you as a friend. Note: Does not include apps, games or groups you both participate in."