Group theoretical methods in image processing
Group theoretical methods in image processing
A new method for unsupervised linear feature extraction, using fourth-order moments
Pattern Recognition Letters
Group Theoretical Methods in Image Understanding
Group Theoretical Methods in Image Understanding
Receptive field assembly pattern specificity
Journal of Visual Communication and Image Representation
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Most imaging devices consist of sensors that are arranged on a regular grid. Examples are the square and the hexagonal grids. The geometrical transformations that leave these grids invariant constitute the dihedral group. Many important operations in image processing are symmetrical in the sense that they are independent of these grid transformations. In this paper we will demonstrate how the theory of group representations can be used to simplify all these symmetrical operations. We will illustrate the results with some examples from the design of early vision filters.