I just came from a presentation by the Manhattan Borough President who said that having a running record of empty lots in New York City is important in regards to available land for potential green space or community gardens is very important. Currently, these numbers are derived from volunteers on the street who also count numbers of homeless. With satellite imagery from Google maps and lots of brains, couldn't this be an automated process? It wouldn't always be accurate due to the lag in available satellite images, but way better and easier than people on the street.
Here's a large empty lot on 46th street and 8th Avenue. http://maps.google.com/maps?f=q&source=s_q&hl=en&geocode=&q=8th+avenue+and+47th+street&sll=40.718241,-73.95844&sspn=0.001262,0.00284&ie=UTF8&hq=&hnear=8th+Ave+%26+W+47th+St,+New+York,+10036&ll=40.759899,-73.987089&spn=0.001262,0.00284&t=h&z=19
Many lots (unlike the one above) are simply abandoned spaces that the owners simply don't care about.
I know this is a bit unorthodox for a stackoverflow question but I figured I would throw it out here.