Abstract: Payment devices have physical characteristics and these physical characteristic may change in predictable ways. Further, backgrounds may also have physical characteristics which may change in predictable ways. By examining digital images for physical characteristics, some of which cannot even be seen, a better decision on whether a transaction is fraudulent may be made.