I did not find in Mathematica a function for Histogram of Oriented Gradients (HOG) descriptors.
Is there any similar function? Do you have an implementation you are willing to share?
From the Mathematica 9 help for
Compute the histogram of oriented gradient (HOG) for an image, where each pixel casts a vote weighted by its gradient magnitude in the bin corresponding to its local orientation: