(author here) Just to be clear, none of the photos were ever human-located. The system this replaced was, roughly, regular expression + Google Maps geocoding API. The only photos located by hand were the ~200 I used for my test set: https://github.com/danvk/oldnyc/blob/master/data/geocode/out...