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144                                                                       3 Image processing





                              f                  g              f                  g
                                              h                                h




                              f                  g              f                 g
                                              h                                h

                                           x                 x              x              x

                Figure 3.44 Image warping involves modifying the domain of an image function rather than its range.







                                     y                                   projective
                                                          similarity
                                          translation

                                                  Euclidean       affine
                                                                                  x


                Figure 3.45 Basic set of 2D geometric image transformations.







                                 Transformation     Matrix      # DoF  Preserves     Icon


                                 translation        I  t          2    orientation
                                                          2×3


                                 rigid (Euclidean)  R  t          3    lengths
                                                          2×3


                                 similarity        sR   t         4    angles
                                                          2×3

                                 affine               A            6    parallelism

                                                         2×3
                                                      ˜
                                 projective          H            8    straight lines
                                                         3×3
                Table 3.5 Hierarchy of 2D coordinate transformations. Each transformation also preserves the properties listed
                in the rows below it, i.e., similarity preserves not only angles but also parallelism and straight lines. The 2 × 3
                                             T
                matrices are extended with a third [0 1] row to form a full 3 × 3 matrix for homogeneous coordinate transforma-
                tions.
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