Description |
1 online resource (xv, 481 pages) : illustrations (some color) |
Series |
Mathematics + visualization |
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Mathematics and visualization.
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Contents |
An Introduction to Tensors -- Feature Detection with Tensors -- Adaptive Structure Tensors and their Applications -- On the Concept of a Local Greyvalue Distribution and the Adaptive Estimation of a Structure Tensor -- Low-level Feature Detection Using the Boundary Tensor -- Diffusion Tensor Imaging -- An Introduction to Computational Diffusion MRI: the Diffusion Tensor and Beyond -- Random Noise in Diffusion Tensor Imaging, its Destructive Impact and Some Corrections -- An Introduction to Visualization of Diffusion Tensor Imaging and Its Applications -- Anatomy-Based Visualizations of Diffusion Tensor Images of Brain White Matter -- Variational Regularization of Multiple Diffusion Tensor Fields -- Higher Rank Tensors in Diffusion MRI -- Visualization of Tensor Fields -- Strategies for Direct Visualization of Second-Rank Tensor Fields -- Tensor Invariants and their Gradients -- Visualizing the Topology of Symmetric, Second-Order, Time-Varying Two-Dimensional Tensor Fields -- Degenerate 3D Tensors -- Locating Closed Hyperstreamlines in Second Order Tensor Fields -- Tensor Field Visualization Using a Metric Interpretation -- Tensor Field Transformations -- Symmetric Positive-Definite Matrices: From Geometry to Applications and Visualization -- Continuous Tensor Field Approximation of Diffusion Tensor MRI data -- Tensor Field Interpolation with PDEs -- Diffusion-Tensor Image Registration -- Image Processing Methods for Tensor Fields -- Tensor Median Filtering and M-Smoothing -- Mathematical Morphology on Tensor Data Using the Loewner Ordering -- A Local Structure Measure for Anisotropic Regularization of Tensor Fields -- Tensor Field Regularization using Normalized Convolution and Markov Random Fields in a Bayesian Framework -- PDEs for Tensor Image Processing |
Summary |
Presents information on the visualization and processing of tensor fields. This book serves as an overview for the inquiring scientist, as a basic foundation for developers and practitioners, and as a textbook for specialized classes and seminars for graduate and doctoral students |
Bibliography |
Includes bibliographical references and index |
Notes |
English |
In |
Springer e-books |
Subject |
Calculus of tensors -- Graphic methods
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Calculus of tensors -- Data processing
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Visualization.
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Image processing.
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Electronic data processing.
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Computer science.
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Electronic Data Processing
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Image Processing, Computer-Assisted
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image processing.
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data processing.
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computer science.
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Electronic data processing
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Computer science
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Calculus of tensors -- Data processing
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Image processing
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Visualization
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Genre/Form |
Statistics
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Statistics.
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Statistiques.
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Form |
Electronic book
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Author |
Weickert, Joachim, 1965-
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Hagen, H. (Hans), 1953-
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LC no. |
2005931221 |
ISBN |
9783540250326 |
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3540250328 |
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9783540312727 |
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3540312722 |
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1281349682 |
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9781281349682 |
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6611349685 |
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9786611349684 |
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