Comparing two HOG Features

I have a image size of 512x512 and another image having same size. I computed the HOG features from each image.So I got the HOG vector having size of 64*64*36 from each image.

Now I want to compare these two HOG feature vectors and want to visualize the image.

How can I do this???

[Brandon unger]

I am also looking for this answer.