it gets saved in gmail on your contacts list. If u wipe your phone and resync, the contact comes back with the same picture. If u create a contact for the phone itself, then add a picture, it will just be saved on the phone. Once you add you google account to the mix, it goes to the "cloud" so to speak.
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