Tensors in Image Processing and Computer Vision

By Santiago Aja-Fernández , Rodrigo de Luis Garcia , Dacheng Tao , Xuelong Li

Tensors in Image Processing and Computer Vision Cover Image

This wide-ranging volume, with contributions from leading experts, is an overview of cutting-edge research into the newest tensor processing techniques and how it can be applied to different domains related to computer vision and image processing.

Full Description

  • ISBN13: 978-1-8488-2298-6
  • 480 Pages
  • User Level: Science
  • Publication Date: May 21, 2009
  • Available eBook Formats: PDF
  • eBook Price: $149.00
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Full Description
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.
Table of Contents

Table of Contents

  1. Tensors and Tensor Signal Processing.
  2. Segmentation of Tensor Fields.
  3. Variational Approach to the Registration of Tensor
  4. valued Images.
  5. Quality Assessment of Tensor Images.
  6. Algorithms for Nonnegative Tensor Factorization.
  7. PDE
  8. based Morphology for Matrix Fields.
  9. Spherical Tensor Calculus for Local Adaptive Filtering.
  10. Geometric Transformations of Local Structure Tensors.
  11. Multiview Matching Tensors from Lines for General Camera Models.
  12. Binocular Full
  13. body Pose Recognition and Orientation Inference.
  14. Applications of Multiview Tensors in Higher Dimensions.
  15. Constraints for the Trifocal Tensor.
  16. Techniques for Registration of Diffusion Tensor Imaging.
  17. Basis for Tensor Field Processing with Invariant Gradients and Rotation Tangents.
  18. From Second to Higher Order Tensors in Diffusion
  19. MRI.
  20. DT
  21. MRI Connectivity and/or Tractography.
  22. Strain Rate Tensor Estimation in Cine Cardiac MRI.
  23. Strain Tensor Elastography.
  24. Similar Tensor Arrays.
  25. User Interfaces to Interact with Tensor Fields.
  26. T
  27. flash.
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