There are some topics here that are very helpful on how to find similar pictures.
What I want to do is to get a fingerprint of a picture and find the same picture on
It seems like GIST might be a more appropriate thing to use.
http://people.csail.mit.edu/torralba/code/spatialenvelope/ has MATLAB code.