Training the classifier with reference images

	Can you identify this coastline? Given time, yes.
	-- Photo caption, Dante Stella (http://www.dantestella.com/technical/hex352.html)

A small selection of reference images is included in this chapter's code bundle, which can be downloaded from my website, http://nummist.com/opencv/7376_02.zip. They are in a folder called images. Feel free to experiment with the classifier by adding more reference images, since a larger set might yield more reliable results. Bear in mind that our classifier relies on average similarity, so the more times you include a given color scheme in the reference images, the more heavily you are weighting the classifier in favor of that color scheme.

At the end of HistogramClassifier.py, let's add a main method to train and serialize a classifier using our reference images. We will also run the classifier on a couple of the images as a test. A partial implementation of the method is as follows:

def main():
  classifier...