Identifying roof type from street-level images

As an initial experiment to show ConvNets using civic data and Google Street View images can help predict urban health risks, I trained a model to identify roof types in Boston, MA. It could distinguish between flat and gabled roofs with 92% accuracy. I explain the experiment here.

Roof predictions BOS01