about visa issue holding taiwan passport and Philippine passport

I am a filipino married to taiwanese here in taiwan holding a Philippine passport and having a taiwan resident certificate I.D., do I need to apply one if I want to visit hongkong for 1 week? What about my wife too? She is a taiwan passport holder.