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Preface  xxi


                                 We left out some topics because of personal taste, or because we became
                            exhausted and stopped writing about a particular area, or because we learned
                            about them too late to put them in, or because we had to shorten some chapter, or
                            because we didn’t understand them, or any of hundreds of other reasons. We have
                            tended to omit detailed discussions of material that is mainly of historical interest,
                            and offer instead some historical remarks at the end of each chapter.
                                 We have tried to be both generous and careful in attributing ideas, but neither
                            of us claims to be a fluent intellectual archaeologist, and computer vision is a very
                            big topic indeed. This means that some ideas may have deeper histories than we
                            have indicated, and that we may have omitted citations.



                                 There are several recent textbooks on computer vision. Szeliski (2010) deals
                            with the whole of vision. Parker (2010) deals specifically with algorithms. Davies
                            (2005) and Steger et al. (2008) deal with practical applications, particularly regis-
                            tration. Bradski and Kaehler (2008) is an introduction to OpenCV, an important
                            open-source package of computer vision routines.
                                 There are numerous more specialized references.  Hartley and Zisserman
                            (2000a) is a comprehensive account of what is known about multiple view ge-
                            ometry and estimation of multiple view parameters. Ma et al. (2003b) deals with
                            3D reconstruction methods. Cyganek and Siebert (2009) covers 3D reconstruction
                            and matching. Paragios et al. (2010) deals with mathematical models in computer
                            vision. Blake et al. (2011) is a recent summary of what is known about Markov
                            random field models in computer vision. Li and Jain (2005) is a comprehensive
                            account of face recognition. Moeslund et al. (2011), which is in press at time of
                            writing, promises to be a comprehensive account of computer vision methods for
                            watching people. Dickinson et al. (2009) is a collection of recent summaries of the
                            state of the art in object recognition. Radke (2012) is a forthcoming account of
                            computer vision methods applied to special effects.
                                 Much of computer vision literature appears in the proceedings of various con-
                            ferences. The three main conferences are: the IEEE Conference on Computer
                            Vision and Pattern Recognition (CVPR); the IEEE International Conference on
                            Computer Vision (ICCV); and the European Conference on Computer Vision. A
                            significant fraction of the literature appears in regional conferences, particularly
                            the Asian Conference on Computer Vision (ACCV) and the British Machine Vi-
                            sion Conference (BMVC). A high percentage of published papers are available on
                            the web, and can be found with search engines; while some papers are confined to
                            pay-libraries, to which many universities provide access, most can be found without
                            cost.

                            ACKNOWLEDGMENTS
                            In preparing this book, we have accumulated a significant set of debts. A number
                            of anonymous reviewers read several drafts of the book for both first and second
                            edition and made extremely helpful contributions. We are grateful to them for their
                            time and efforts.
                                 Our editor for the first edition, Alan Apt, organized these reviews with the
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