What sort of tax exemptions do churches get?

I saw an image on Facebook about how much money the US Government would make if they taxed churches and religious organizations, and it was a HUGE Number.

I'm just curious to know what the churches are avoiding in paying because if they were to pay taxes, the US wouldn't be in such an economic collapse.