Computer Vision-Guided Virtual Craniofacial Surgery

A Graph-Theoretic and Statistical Perspective

AvAnanda S. Chowdhury,Suchendra M. Bhandarkar

Häftad, Engelska, 2013

Del i serien Advances in Computer Vision and Pattern Recognition

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Beskrivning

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

Utgivningsdatum:2013-04-21
Mått:155 x 235 x 11 mm
Vikt:300 g
Format:Häftad
Språk:Engelska
Serie:Advances in Computer Vision and Pattern Recognition
Antal sidor:166
Upplaga:2011
Förlag:Springer London Ltd
ISBN:9781447126454

Utforska kategorier

Systemvetenskap och AI inom Data och IT
Medicinsk bildbehandling inom Medicin

Recensioner i media

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)

Innehållsförteckning

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.