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288                    5. Transformation with Optics





















                        (a)                              (b)
                                                           2
       Fig. 5.5. (a) The contour of the functions F lp(u, v) = exp(2u) + 3 exp(2w) sin v — 4, (b) the contour
                                                     2
       of the functions G lp = exp[2(u - ln v/2)] + 3 exp[2(n - ln x/2)] sin (p - n/4) = 4.

       The two functions are shifted with respect to each other in the log -polar
       coordinate system. The contours of F pl(u, v) = 4 and G pl(u, v) = 4 are shown
       as Fig. 5.5. Casasent et al. use the log-polar transform for rotation and
       scale-invariant optical pattern recognition [30].


       5.10.2. GENERALIZED GEOMETRIC TRANSFORMATION

         Some geometric transformations are not simply reversible, because the
       mapping or the inverse mapping is not unique. For example, in the coordinate
                              2
       transformation u = <p(x) = x , the mapping is not invertible, because the inverse
                                                           l
       mapping may be not unique as x = cp  (u) — ^/u or x = <p (u) — — *ju, and
       is a one-to-two mapping. The geometric transformation must be a two-to-one
       mapping. Two points in the x-plane could be mapped into a single point in the
       w-plane.
         In order to handle this two-to-one mapping, we extend the geometric
       transformation definition to






       In general, when the mapping is many points to one point, such as


                              (p(x) — u,  as xeA,                    (5.43)
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