How to verify hand written signature?
One of the key features in hand-write is the frequency of the signature, i.e. high frequencies - how "shaky" is the signature, and low frequencies - how rounded is the signature etc. 
For that, you would like to use Fourier transformation on the image, and train the results on labeled data, if available.