Hi Victor.
You should check out vlfeat <http://www.vlfeat.org/>. It is a matlab library but there are python bindings for
many of the functions, for example for sift and dense sift.
It is really easy to use. I'm not sure if my version of the bindings are the newest but maybe just give them a try. You can find them here <https://github.com/amueller/vlfeat>.

There are also two python libraries that might interest you:
Mahotas <http://luispedro.org/software/mahotas> and scikits.image <http://scikits-image.org/>.
Mahotas has code for local binary patterns, which are a
quite popular descriptor in some applications, and scikits.image
has an implementation of histograms of oriented gradients
(that is a bit untested, though).

If you want to use scikits.image's hog, maybe give
me a heads up. There are some things there that
I'd like to improve.

Hope that helps,
Cheers,
Andy

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