Thank you every one for your valuable answers and consideration.

But I think that i don't explain my question as well. 

So, to be more explicit, I attached here an article that contains an example of exactly what I seek. Indeed, from Fig. 3 of this this paper, the authors consider the horizontal directions - according to my view point - as the mostly vertical ones and vice versa (what I thought that are vertical, they are considered to be mostly horizontal).

Can anyone explain me this fact?

http://minhdo.ece.illinois.edu/publications/contourlet_txform.pdf

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