The QMS (Quantum Morphogenetic System) is a mathematical model devised to give a different more elegant and intuitive perspective of the pre-processing by assuming a non-Euclidean geometry. Input image is projected to the feature vector in terms of its contra-variant components which are interdependent. Image reconstruction is achieved by parallelogram summation of the vector of those components. View-Invariant recognition is achieved through the manipulation of association matrix which in geometrical perspective is a deformation of space towards a canonical point for all vectors which are being considered the same.