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182                                                          4 Feature detection and matching



































                                      (a)                                          (b)


















                                      (c)                                          (d)

                Figure 4.1 A variety of feature detectors and descriptors can be used to analyze, describe and match images: (a)
                point-like interest operators (Brown, Szeliski, and Winder 2005) c   2005 IEEE; (b) region-like interest operators
                (Matas, Chum, Urban et al. 2004) c   2004 Elsevier; (c) edges (Elder and Goldberg 2001) c   2001 IEEE; (d)
                straight lines (Sinha, Steedly, Szeliski et al. 2008) c   2008 ACM.
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