If you plan on lifting it off in one piece,leave the floor in.The box will be awful floppy otherwise.The tail light wiring will need to be disconnected
Taking the wood out does remove a fair bit of weight though.
I and two others easily lifted the bed off and kept everything 'square'.
Since then I have had the bed on and off a few times and didn't experience any problems at all.
Just be careful......