A method of improving the accuracy and computation time of automatic image recognition by the implementation of association graphs and a quantum processor.A method of solving problems using a quantum processor by casting a problem as a quadratic unconstrained binary optimization (“QUBO”) problem, mapping the QUBO problem to the quantum processor, and evolving the quantum processor to produce a solution to the QUBO problem.