After you die in ZombiU your weapons will stay upgraded. If you die before you are able to loot your former-self as a zombie, then the weapons and items that you had will appear in sections of the game that you have previously visited.

If you scan CCTV boxes you can use the safehouse computer to spot loot that has respawned in areas that you have visited previously.