Alliance Missions are only accessible to players who are part of an Alliance. The rewards include Hero XP, Loyalty Points and Resources.
Similar to the Daily Missions refresh, if you wish to refresh them, you will need a ‘Refresh Alliance Mission’ item which can be bought with 1000 Gold. The ‘Collect All’ button only works if your VIP is active; this option becomes available once you reach VIP level 11.