Creating samples for the kNN Classifier

After the reasonable results in the previous experiments we will move on to constructing rotated examples of the image. The following algorithm will be used for extracting the regions and applying rotations to them:

1. For every converged synapse point, extract the square region of side equal to diameter of the disk.
2. Rotate the image and extract the circular region from center of the image.