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  • © 2009

Tensors in Image Processing and Computer Vision

  • Presents the state-of-the-art research in tensor signal processing with applications to computer vision and image processing, to provide an invaluable resource for readers in the field

Part of the book series: Advances in Computer Vision and Pattern Recognition (ACVPR)

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Table of contents (22 chapters)

  1. Front Matter

    Pages I-IX
  2. A Review of Tensors and Tensor Signal Processing

    1. Front Matter

      Pages 1-1
    2. 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 et al.
      Pages 1-32
  3. Tensors and Tensor Field Processing

    1. Front Matter

      Pages 33-33
    2. Segmentation of Tensor Fields: Recent Advances and Perspectives

      • Rodrigo de Luis-García, Carlos Alberola-López, Carl-Fredrik Westin
      Pages 35-58
    3. A Variational Approach to the Registration of Tensor-Valued Images

      • Sebastiano Barbieri, Martin Welk, Joachim Weickert
      Pages 59-77
    4. Quality Assessment of Tensor Images

      • Emma Muñoz-Moreno, Santiago Aja-Fernández, Marcos Martin-Fernandez
      Pages 79-103
    5. Algorithms for Nonnegative Tensor Factorization

      • Stefanos Zafeiriou
      Pages 105-124
    6. PDE-based Morphology for Matrix Fields: Numerical Solution Schemes

      • Bernhard Burgeth, Michael Breuß, Stephan Didas, Joachim Weickert
      Pages 125-150
  4. Tensors in Image Processing

    1. Front Matter

      Pages 151-151
    2. Spherical Tensor Calculus for Local Adaptive Filtering

      • Marco Reisert, Hans Burkhardt
      Pages 153-178
    3. On Geometric Transformations of Local Structure Tensors

      • Björn Svensson, Anders Brun, Mats Andersson, Hans Knutsson
      Pages 179-193
  5. Tensors in Computer Vision

    1. Front Matter

      Pages 195-195
    2. Multi-View Matching Tensors from Lines for General Camera Models

      • Simone Gasparini, Peter Sturm
      Pages 197-214
    3. Applications of Multiview Tensors in Higher Dimensions

      • Marina Bertolini, GianMario Besana, Cristina Turrini
      Pages 237-260
    4. Constraints for the Trifocal Tensor

      • Alberto Alzati, Alfonso Tortora
      Pages 261-269
  6. Diffusion Tensor Imaging and Medical Applications

    1. Front Matter

      Pages 271-271
    2. Review of Techniques for Registration of Diffusion Tensor Imaging

      • Emma Muñoz-Moreno, Rubén Cárdenes-Almeida, Marcos Martin-Fernandez
      Pages 273-297

About this book

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.

Editors and Affiliations

  • Escuela Técnica Superior de Ingenieros de Telecomunicacíon, Universidad de Valladolid, 47011 Valladolid, Spain

    Santiago Aja-Fernández, Rodrigo Luis García

  • Dept. Computing, HongKong Polytechnic University, Hong Kong

    Dacheng Tao

  • University of London Birkbeck College School of Computer Science & Information Systems, London, UK

    Xuelong Li

Bibliographic Information

Buy it now

Buying options

eBook USD 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 169.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access