def hog(img):
global hog_object
img = img.astype(np.uint8)
if hog_object == None: # Build the hog object just once
hog_object = HOG(28, 28, 4, 8, 20)
rv = hog_object.computeHOG(img)
#hog_object.display_HOG()
return rv
