Tensors in Image Processing and Computer Vision / Edition 1

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Tensor signal processing is an emerging field with important applications to computer vision and image processing.

This book presents the state of the art in this new branch of signal processing, offering a great deal of research and discussions by leading experts in the area. The wide-ranging volume offers an overview into cutting-edge research into the newest tensor processing techniques and their application to different domains related to computer vision and image processing.

This comprehensive text will prove to be an invaluable reference and resource for researchers, practitioners and advanced students working in the area of computer vision and image processing.

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Product Details

Table of Contents

A Review of Tensors and Tensor Signal Processing
L. Cammoun, C. A. Castaño-Moraga, E. Muñoz-Moreno, D. Sosa-Cabrera, B. Acar, M.A. Rodriguez-Florido, A. Brun, H. Knutsson and J.P. Thiran Part I: Tensors and Tensor Field Processing Segmentation of Tensor Fields: Recent Advances and Perspectives
Rodrigo de Luis-García and Carlos Alberola-López and Carl-Fredrik Westin A Variational Approach to the Registration of Tensor-Valued Images
Sebastiano Barbieri, Martin Welk and Joachim Weickert Quality Assessment of Tensor Images
Emma Muñoz-Moreno, Santiago Aja-Fernández and Marcos Martin-Fernandez Algorithms for Nonnegative Tensor Factorization
Stefanos Zafeiriou PDE-based Morphology for Matrix Fields: Numerical Solution Schemes
Bernhard Burgeth, Michael Breuß, Stephan Didas and Joachim Weickert Part II: Tensors in Image Processing Spherical Tensor Calculus for Local Adaptive Filtering
Marco Reisert and Hans Burkhardt On Geometric Transformations of Local Structure Tensors
Björn Svensson, Anders Brun, Mats Andersson and Hans Knutsson Part III: Tensors in Computer Vision Multi-view Matching Tensors from Lines for General Camera Models
Simone Gasparini and Peter Sturm Binocular Full-body Pose Recognition and Orientation Inference Using Multilinear Analysis
Bo Peng and Gang Qian Applications of Multiview Tensors in Higher Dimensions
Marina Bertolini, GianMario Besana and Cristina Turrini Constraints for the Trifocal Tensor
Alberto Alzati and AlfonsoTortora Part IV: Diffusion Tensor Imaging and Medical Applications Review of Techniques for Registration of Diffusion Tensor Imaging
Emma Muñoz-Moreno, Rubén Cárdenes-Almeida and Marcos Martin-Fernandez Practical and Intuitive Basis for Tensor Field Processing with Invariant Gradients and Rotation Tangents
Gordon L. Kindlmann and Carl-Fredrik Westin From Second to Higher Order Tensors in Diffusion-MRI
Aurobrata Ghosh and Rachid Deriche DT-MRI Connectivity and/or Tractography: Two New Algorithms
Burak Acar and Erdem Yörük Strain Rate Tensor Estimation in Cine Cardiac MRI Based on Elastic Image Registration
Gonzalo Vegas Sánchez-Ferrero, Antonio Tristán Vega, Lucilio Cordero Grande, Pablo Casaseca de la Higuera, Santiago Aja Fernández, Marcos Martín Fernández and Carlos Alberola López Strain Tensor Elastography: 2D and 3D Visualizations
Darío Sosa-Cabrera, Karl Krissian, Javier González-Fernández, Luis Gómez-Déniz, Eduardo Rovaris, Carlos Castaño-Moraga and Juan Ruiz-Alzola Part V: Storage, Visualization and Interfaces Similar Tensor Arrays: A Framework for Storage of Tensor Array Data 407
Anders Brun, Marcos Martin-Fernandez, Burak Acar, Emma Munoz-Moreno, Leila Cammoun, Andreas Sigfridsson, Dario Sosa-Cabrera, Björn Svensson, Magnus Herberthson and Hans Knutsson User Interfaces to Interact with Tensor Fields
Susana Merino-Caviedes and Marcos Martín-Fernández T-flash: Tensor Visualization in Medical Studio
J. Wiklund, V. Nicolas, P. Rondao, M. Andersson and H. Knutsson

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