Tensors in Image Processing and Computer Vision

• Corporate Author: SpringerLink (Online service)
• Other Authors: Aja-Fernández, Santiago (Editor), Luis García, Rodrigo de (Editor), Tao, Dacheng (Editor), Li, Xuelong (Editor)
• Format: Electronic eBook
• Language: English
• Published: London : Springer London, 2009.
• Edition: 1.
• Series: Advances in Pattern Recognition,
• Subjects: Computer science.; Computer graphics.; Image processing.; Computer Science.; Image Processing and Computer Vision.; Computer Imaging, Vision, Pattern Recognition and Graphics.

Tensor signal processing is an emerging field with important applications to computer vision and image processing. However, tensor applications and tensor-processing tools arise from very different areas, and these advances are too often kept within the areas of knowledge where they were first emplo...

Table of Contents:

• A Review of Tensors and Tensor Signal Processing
• A Review of Tensors and Tensor Signal Processing
• Tensors and Tensor Field Processing
• Segmentation of Tensor Fields: Recent Advances and Perspectives
• A Variational Approach to the Registration of Tensor-Valued Images
• Quality Assessment of Tensor Images
• Algorithms for Nonnegative Tensor Factorization
• PDE-based Morphology for Matrix Fields: Numerical Solution Schemes
• Tensors in Image Processing
• Spherical Tensor Calculus for Local Adaptive Filtering
• On Geometric Transformations of Local Structure Tensors
• Tensors in Computer Vision
• Multi-View Matching Tensors from Lines for General Camera Models
• Binocular Full-Body Pose Recognition and Orientation Inference Using Multilinear Analysis
• Applications of Multiview Tensors in Higher Dimensions
• Constraints for the Trifocal Tensor
• Diffusion Tensor Imaging and Medical Applications
• Review of Techniques for Registration of Diffusion Tensor Imaging
• Practical and Intuitive Basis for Tensor Field Processing with Invariant Gradients and Rotation Tangents
• From Second to Higher Order Tensors in Diffusion-MRI
• DT-MRI Connectivity and/or Tractography?: Two New Algorithms
• Strain Rate Tensor Estimation in Cine Cardiac MRI Based on Elastic Image Registration
• Strain Tensor Elastography: 2D and 3D Visualizations
• Storage, Visualization and Interfaces
• Similar Tensor Arrays – A Framework for Storage of Tensor Array Data
• User Interfaces to Interact with Tensor Fields
• T-flash: Tensor Visualization in Medical Studio
• DT-MRI Connectivity and/or Tractography?: Two New Algorithms.