Pictures from Facebook's Account Gallery

One more complete tutorial is here.

Part 1 - Get your Access Token

First of all, you need to create an FB App on developers.facebook.com. After that, you need to get your access token.

Then, get the values of these information:

Now, to get your access token, replace the following values:

https://graph.facebook.com/oauth/access_token?client_id=YOUR_APP_ID&client_secret=YOUR_APP_SECRET&grant_type=client_credentials

Press enter and you'll receive something like:

access_token=1650491291893473|0ReloFG4y0-zSMgDgiRnUj52sZE

You gonna do the same: replace information.

http://graph.facebook.com/v2.3/{$fb_page_id}/albums?fields={$fields}&access_token={$access_token}

Example:

https://graph.facebook.com/v2.5/1417871328537114/photos?fields=source,caption&access_token=139987246164446|Qvp0YFGf552qiqWh8iCj2Ofx0uk&limit=30

That's it.

You can get all information from the picture, like title, description, facebook's url, etc. An example of it is here.
You can define how many pictures you want with limit=x.
Check this link to get more info about a page that has Facebook stuff.