Abraham (Hrsg.) Kandel
Applied Graph Theory in Computer Vision and Pattern Recognition
Buch
This book will serve as a foundation for a variety of useful applications of graph theory to computer vision, pattern recognition, and related areas. It covers a representative set of novel graph-theoretic methods for complex computer vision and pattern recognition tasks. The first part of the book presents the application of graph theory to low-level processing of digital images such as a new method for partitioning a given image into a hierarchy of homogeneous areas using graph pyramids, or a study of the relationship between graph theory and digital topology. Part II presents graph-theoretic learning algorithms for high-level computer visi…
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Beschreibung
This book will serve as a foundation for a variety of useful applications of graph theory to computer vision, pattern recognition, and related areas. It covers a representative set of novel graph-theoretic methods for complex computer vision and pattern recognition tasks. The first part of the book presents the application of graph theory to low-level processing of digital images such as a new method for partitioning a given image into a hierarchy of homogeneous areas using graph pyramids, or a study of the relationship between graph theory and digital topology. Part II presents graph-theoretic learning algorithms for high-level computer vision and pattern recognition applications, including a survey of graph based methodologies for pattern recognition and computer vision, a presentation of a series of computationally efficient algorithms for testing graph isomorphism and related graph matching tasks in pattern recognition and a new graph distance measure to be used for solving graph matching problems. Finally, Part III provides detailed descriptions of several applications of graph-based methods to real-world pattern recognition tasks. It includes a critical review of the main graph-based and structural methods for fingerprint classification, a new method to visualize time series of graphs, and potential applications in computer network monitoring and abnormal event detection.
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Produktdetails
Weitere Autoren: Bunke, Horst (Hrsg.) / Last, Mark (Hrsg.)
- ISBN: 978-3-540-68019-2
- EAN: 9783540680192
- Produktnummer: 16447796
- Verlag: Springer-Verlag GmbH
- Sprache: Englisch
- Erscheinungsjahr: 2007
- Seitenangabe: 265 S.
- Masse: H24.4 cm x B16.1 cm x D2.2 cm 527 g
- Auflage: 2007. 2007
- Abbildungen: Book; 85 schwarz-weiße Abbildungen, 17 schwarz-weiße Tabellen, Bibliographie
- Reihenbandnummer: 52
- Gewicht: 527
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