Increasing the Number of Orientation Bins

I increased the number of HOG orientation bins to 12 from 8.

The chart below shows precision, recall, and F-score for different values of selection threshold with the target window size 48x48. The best F-score is .61 at threshold = 150. This is a slightly lower max F-score than using the original 8 orientation bins.