I just got an email from Atlus detailing the collectors edition of Catherine, and this is what you get:
- A T-Shirt
- Empty Pizza Box
EDIT: I should also note that if you pre-order the game, collectors or regular edition, you will also get a free Sound Track CD and art book. Obviously check with whatever store you are buying it from first.