Computer Vision-Guided Virtual Craniofacial Surgery
A Graph-Theoretic and Statistical Perspective
Seiten
2013
Springer London Ltd (Verlag)
978-1-4471-2645-4 (ISBN)
Springer London Ltd (Verlag)
978-1-4471-2645-4 (ISBN)
This unique text/reference discusses in depth the two integral components of reconstructive surgery; fracture detection, and reconstruction from broken bone fragments. In addition to supporting its application-oriented viewpoint with detailed coverage of theoretical issues, the work incorporates useful algorithms and relevant concepts from both graph theory and statistics. Topics and features: presents practical solutions for virtual craniofacial reconstruction and computer-aided fracture detection; discusses issues of image registration, object reconstruction, combinatorial pattern matching, and detection of salient points and regions in an image; investigates the concepts of maximum-weight graph matching, maximum-cardinality minimum-weight matching for a bipartite graph, determination of minimum cut in a flow network, and construction of automorphs of a cycle graph; examines the techniques of Markov random fields, hierarchical Bayesian restoration, Gibbs sampling, and Bayesian inference.
Part I: Overview and Foundations.- Introduction.- Graph-Theoretic Foundations.- A Statistical Primer.- Part II: Virtual Craniofacial Reconstruction.- Virtual Single-fracture Mandibular Reconstruction.- Virtual Multiple-fracture Mandibular Reconstruction.- Part III Computer-aided Fracture Detection.- Fracture Detection using Bayesian Inference.- Fracture Detection in an MRF-based Hierarchical Bayesian Framework.- Fracture Detection using Max-Flow Min-Cut.- Part IV: Concluding Remarks.- GUI Design and Research Synopsis.
Reihe/Serie | Advances in Pattern Recognition |
---|---|
Zusatzinfo | XXVI, 166 p. |
Verlagsort | England |
Sprache | englisch |
Maße | 155 x 235 mm |
Themenwelt | Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik |
Medizinische Fachgebiete ► Radiologie / Bildgebende Verfahren ► Radiologie | |
Medizin / Pharmazie ► Studium ► 1. Studienabschnitt (Vorklinik) | |
Naturwissenschaften ► Biologie ► Biochemie | |
ISBN-10 | 1-4471-2645-9 / 1447126459 |
ISBN-13 | 978-1-4471-2645-4 / 9781447126454 |
Zustand | Neuware |
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