Pixel operations as discussed in Chapter 7 are not suitable to detect objects of interest in images. The reason lies in the fact that each pixel is treated individually without any consideration of the content of neighboring pixels. Thus, the key for object recognition is the analysis of the spatial relation of the gray values. In an image sequence, it is required to study the temporal relations as well.