Should a player recall or otherwise leave the dungeon the loot should be randomly assigned to the remaining party members.
While I ascribe to the "it's my loot" philosophy very often people leave items that could be of use to others and just recall out because it's trash to them. If they don't want it that's fine, but let others get a crack at it.