Computer Vision-Guided Virtual Craniofacial Surgery

A Graph-Theoretic and Statistical Perspective

Häftad, Engelska, 2013

AvAnanda S. Chowdhury,Suchendra M. Bhandarkar

1 409 kr

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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.

Produktinformation

Utgivningsdatum2013-04-21
Mått155 x 235 x 11 mm
Vikt300 g
FormatHäftad
SpråkEngelska
SerieAdvances in Computer Vision and Pattern Recognition
Antal sidor166
Upplaga2011
FörlagSpringer London Ltd
ISBN9781447126454

Tillhör följande kategorier

Systemvetenskap och AI inom Data och it
Medicinsk bildbehandling inom Medicin

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.

From the reviews: "The goal of the research is to apply image processing techniques for the construction of a virtual human jaw. ... The monograph presents the underlying computational mathematics and algorithms and the results of the corresponding experiments. ... Readers with a normal understanding of the human anatomy can understand the book. ... It can be used as a textbook in graduate or higher-level image processing courses." (Maulik A. Dave, ACM Computing Reviews, April, 2012)

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