 Then we construct a square region aligned to the selected orientation, and extract the SURF descriptor from it.In order to achieve rotational invariance, the orientation of the point of interest needs to be found.The Haar wavelet responses in both x- and y-directions within a circular neighbourhood of radius formula_7 around the point of interest are computed, where formula_8 is the scale at which the point of interest was detected.