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Processing, analyzing and learning of images, shapes, and forms : Part 2

By: Kimmel, Ron ed.
Contributor(s): Tai, Xue-Cheng ed.
Series: Handbook of numerical analysis 1570-8659 ; v. 20.Publisher: Amsterdam North Holland 2019Description: xix, 684 p. ill. (some col.) 24 cm.ISBN: 9780444641403.Subject(s): Numerical analysis | Alternating direction method (ADMM) | Augmented Lagrangian method | Monolithic approach | Burer - Monteiro approach | Chan - Vese model | Contour model | Curvature | Semisupervised | unsupervised | Dirichlet - to - Neumann Operator (DtN) | Distance measures | Divergence - based functional vector fields | Eigen functions | Eikonal equation | Full mass matrix | Gaussian curvature | Integer linear program | Karush - Kuhn - Tucker (KKT) | Laplace - Beltrami operator | Linear operators | Local mesh method | Machine learning | Operator - spitting methods | Randers metrics | Riemannian metrics | Sherali - Adams hierarchy | Surface registration | Total generalized Variation (TGV)DDC classification: 514.2 Summary: Processing, Analyzing and Learning of Images, Shapes, and Forms: Volume 19, Part One provides a comprehensive survey of the contemporary developments related to the analysis and learning of images, shapes and forms. It covers mathematical models as well as fast computational techniques, and includes new chapters on Alternating diffusion: a geometric approach for sensor fusion, Shape Correspondence and Functional Maps, Geometric models for perception-based image processing, Decomposition schemes for nonconvex composite minimization: theory and applications, Low rank matrix recovery: algorithms and theory, Geometry and learning for deformation shape correspondence, and Factoring scene layout from monocular images in presence of occlusion. Presents a contemporary view on the topic, comprehensively covering the newest developments and content Provides a comprehensive survey of the contemporary developments related to the analysis and learning of images, shapes and forms.
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Books 514.2 KIM (Browse shelf) Available 032510

Includes bibliographical references and index.

Processing, Analyzing and Learning of Images, Shapes, and Forms: Volume 19, Part One provides a comprehensive survey of the contemporary developments related to the analysis and learning of images, shapes and forms. It covers mathematical models as well as fast computational techniques, and includes new chapters on Alternating diffusion: a geometric approach for sensor fusion, Shape Correspondence and Functional Maps, Geometric models for perception-based image processing, Decomposition schemes for nonconvex composite minimization: theory and applications, Low rank matrix recovery: algorithms and theory, Geometry and learning for deformation shape correspondence, and Factoring scene layout from monocular images in presence of occlusion. Presents a contemporary view on the topic, comprehensively covering the newest developments and content Provides a comprehensive survey of the contemporary developments related to the analysis and learning of images, shapes and forms.

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