Mexico City has the 5th largest homeless population in the world. In fact, 40% of the total population in Mexico is living in poverty. The number of those who are homeless in Mexico City rings in at about 30,000 people.
Because Mexico City is so densely populated, many of the inner city parks have been transformed into homeless campgrounds.
As for the highest homeless population in the world, Manila, Philippines takes that dishonor.