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Section 9.4  Segmentation, Clustering, and Graphs  278

































                            FIGURE 9.21: Segmentations of images obtained using the mean shift algorithm. This
                            figure was originally published as Figure 10 of “Mean Shift: A Robust Approach Toward
                            Feature Space Analysis,” by D. Comaniciu and P. Meer, IEEE Transactions on Pattern
                            Analysis and Machine Intelligence, 2002 c   IEEE, 2002.

                               • A directed graph is one in which edges (a, b)and (b, a) are distinct; such a
                                 graph is drawn with arrowheads indicating which direction is intended.
                               • An undirected graph is one in which no distinction is drawn between edges
                                 (a, b)and (b, a).
                               • A weighted graph is one in which a weight is associated with each edge.

                               • Two edges are consecutive if they have a vertex in common.
                               • A path is a sequence of consecutive edges.
                               • A circuit is a path which ends at the vertex at which it begins.

                               • A self-loop is an edge that has the same vertex at each end; self-loops don’t
                                 occur in our applications.

                               • Two vertices are said to be connected when there is a sequence of edges starting
                                 at the one and ending at the other; if the graph is directed, then the arrows
                                 in this sequence must point the right way.
                               • A connected graph is one where every pair of vertices is connected.

                               • A tree is a connected graph with no circuits.
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